Melanie Mitchell

Profil AI Expert

Nationalité: 
Américain(e)
AI spécialité: 
IA Causale
Occupation actuelle: 
Professeur, Université de Portland
Taux IA (%): 
29.74'%'

TwitterID: 
@MelMitchell1
Tweet Visibility Status: 
Public

Description: 
Chercheur en informatique, les principaux travaux de l' IA experte Melanie portent sur le raisonnement par analogie, les systèmes complexes, les algorithmes génétiques et l'automatisation cellulaire. Mélanie débat sur les réseaux sociaux notamment avec l'expert en système causale Gary Marcus, où les échanges sont souvent riches en source d'information. L'experte discute aussi abstraction et analogie avec l'Expert Yejin Choinka.

Reconnu par:

Non Disponible

Les derniers messages de l'Expert:

Tweet list: 

2024-03-01 00:00:00 CAFIAC FIX

2024-03-11 00:00:00 CAFIAC FIX

2023-05-20 19:40:08 @rob_soko How it was. Things are better now, of course, but there is still plenty of sexism in academia, some of which we probably don't even recognize (just like back then, the assumption was that women weren't going to be "leaders").

2023-05-20 19:20:01 Another choice paragraph: https://t.co/nv1yRdjbYm

2023-05-20 19:18:54 This article (on the first women at Yale, 50 years ago) actually made me gasp in several parts. https://t.co/d5FI3RLb1l https://t.co/Mmr2a0aykX

2023-05-19 20:13:57 @YJernite @BigscienceW @BigCodeProject This is great -- thanks for the pointer!

2023-05-19 20:00:31 This would be extremely useful for understanding LLMs. It might be tricky to define "most similar documents". Has anyone done this with open-source / open-data LLMs? https://t.co/SQ8pUE9vLp

2023-05-19 19:00:00 CAFIAC FIX

2023-05-21 19:00:00 CAFIAC FIX

2023-04-23 22:50:05 @JosephLMcCord https://t.co/nnpL0lqOgf

2023-04-23 17:47:02 All NSF program managers (and other grant-giving organizations) should read this thread. It calls for deeper thinking about what diversity in academia entails. https://t.co/JyxBE3U4QG

2023-04-23 16:39:15 @ReflectiveAlt @DrTechlash @JoshuaBlake_ https://t.co/GTuPZYxIBc

2023-04-23 16:32:22 @MubasharSharif @ricard_sole @sfiscience @manlius84 @_AlexArenas @drmichaellevin Working on it!

2023-04-23 16:15:37 @dwallacewells @ezraklein

2023-04-23 15:38:47 Do half of AI researchers believe that there's a 10% chance AI will kill us all? I fact-check a widespread claim. (Thanks also to @DrTechlash) https://t.co/GTuPZYxIBc

2023-04-22 14:03:51 @WeisiG @ricard_sole https://t.co/G9xQyQvk2x

2023-04-22 14:03:42 @ricard_sole @sfiscience @manlius84 @_AlexArenas @drmichaellevin Ricard, thanks for the shout-out! For anyone interested, here's a non-paywalled version: https://t.co/G9xQyQvk2x

2023-04-21 18:32:36 @jeffclune @TonyZador And there will always be edge cases and uncertainty!

2023-04-21 18:32:28 @jeffclune @TonyZador Great question &

2023-04-21 18:23:28 @fchollet Next up is constant repetition of "why?" Same reason. Enjoy!

2023-04-21 04:50:36 @DrTechlash Seems like "50% of the 3% who answered this question" got translated into "50% of AI researchers". @Laurie_Garrett

2023-04-21 00:00:01 CAFIAC FIX

2023-04-19 20:35:54 Thank you to the journalists who covered how @60minutes spread misinformation about AI: https://t.co/k61Ta49LnG https://t.co/rvyzv22Y2G https://t.co/uhGhpki5ll

2023-04-19 14:05:39 Looking forward to this salon on Friday! Join us. https://t.co/7L3bRe8IZy

2023-04-19 13:00:28 @conte_hal @zsk @tomdsingleton @60Minutes See also: https://t.co/rvyzv23vSe

2023-04-18 22:06:05 @dileeplearning @erikbryn @ceobillionaire Having fun with this. https://t.co/l0LsDVs59R

2023-04-18 02:20:51 See https://t.co/nX5Id4plb5 for fact-checking on the 60 Minutes claims.

2023-04-18 01:58:54 @enthusiasticdev @60Minutes Another thread on this topic: https://t.co/O7DiQNtEJY

2023-04-18 01:56:41 @enthusiasticdev @60Minutes Here's a good thread with more specifics: https://t.co/nX5Id4plb5

2023-04-17 21:33:50 @pbreit https://t.co/nX5Id4oNlx

2023-04-17 21:20:32 I sure hope some journalist does a review of the whole @60minutes segment on Google Bard as a case study in how *not* to cover AI.

2023-04-17 19:54:27 @luisortiz345 See excellent thread from@mmitchell_ai explaining just what is wrong with the headline. https://t.co/nX5Id4oNlx

2023-04-17 18:46:14 Some important fact-checking on that misleading @60Minutes headline: https://t.co/nX5Id4oNlx

2023-04-17 15:19:22 @IntuitMachine @philipcball We did not define "understanding" but discussed different possible ways to think about it.

2023-04-17 02:13:43 The whole clip. SMH.

2023-04-17 02:09:38 Not going there. https://t.co/b3jTPZG41Y

2023-04-17 02:09:06 This headline. https://t.co/4O9HVX2VGR

2023-04-16 17:50:24 @mer__edith I believe Neocognitron was first proposed in 1979.

2023-04-16 14:44:11 @pfau In the past, lots of people showed that earlier image-to-text systems were highly susceptible to AEs, but it didn't matter much since the image-to-text systems didn't work well in the first place. That might change with GPT-4, where AEs might turn into a real-world concern.

2023-04-16 14:43:46 @pfau I think we'll see renewed attention to adversarial examples in vision once OpenAI releases GPT-4 image-to-text component.

2023-04-15 16:39:45 @glupyan @mcxfrank We are in the midst of testing this kind of transfer on people using problems in the Abstraction and Reasoning Corpus domain, which I think is a better (more straightfoward) test of abstraction transfer than Raven's.

2023-04-15 16:38:26 @glupyan @mcxfrank No we didn't test on people (yet). Of course our experiments were on the procedurally generated "RAVEN" (not Raven's) problems, which tend to be much easier than the originals, so I suspect people would have an easier time.

2023-04-15 16:36:44 @glupyan @raphaelmilliere @ImageDeeply @QuantaMagazine @RTomMcCoy Yes, I agree.

2023-04-15 16:35:18 RT @AlisonGopnik: @mcxfrank We've done this! Use linguistic descriptions of blicket detectors to test LLM's and compare to children (recent…

2023-04-15 03:12:07 @anilananth Very good article. But I don't think the analogy problem is solved yet

2023-04-14 23:51:40 tl

2023-04-14 23:47:40 Thoughtful article about ChatGPT and its limitations. Some good analogies to explain how LLMs work. Worth reading (though might require subscription to New Yorker): https://t.co/4ltUubtCdl

2023-04-14 23:13:59 @mcxfrank This is exactly the kind of thing we were trying to get at in this preliminary paper (in the context of DNNs on Raven's Progressive Matrices, not LLMs): https://t.co/WhhlUlhp06 A much more in-depth paper is in progress!

2023-04-14 23:08:52 This is an truly insightful and useful thread. https://t.co/TA4eE5hVFR

2023-04-14 21:49:14 @RTomMcCoy @raphaelmilliere @ImageDeeply @QuantaMagazine Thx.

2023-04-14 21:46:13 @RTomMcCoy @raphaelmilliere @ImageDeeply @QuantaMagazine I saw your paper on this wrt RNNs --what's the reference for Transformers ?

2023-04-14 20:04:51 @ImageDeeply @QuantaMagazine My understanding of the difference is that the dimensionality of the vectors in hyperdimensional computing is so much higher than in, say, LLM embeddings. And the higher dimensionality gives rise to unexpected new properties. To quote Phil Anderson, "More is different".

2023-04-14 15:28:10 @geomblog @QuantaMagazine "Hypervector" seems to be shorthand for "hyperdimensional vector", in other words, *big*. From https://t.co/iDnvAdqTLR: https://t.co/Xi3M0xFxeD

2023-04-14 15:08:13 Including this wonderful photo: https://t.co/fFDxzGwwQY

2023-04-14 15:08:12 Article in @QuantaMagazine on two of the most brilliant thinkers I know: Bruno Olshausen and Pentti Kanerva: https://t.co/hQ1fpWhyEm

2023-04-14 03:03:31 @caddelljd @austinkleon @biblioracle Thank you, twice!

2023-04-13 23:23:30 @ProfLHunter Gotta start somewhere.

2023-04-13 23:16:37 @austinkleon @biblioracle I hope you continue to enjoy it!

2023-04-13 22:04:51 @yoavgo @Grady_Booch Emacs was the original AGI. It even had alignment -- the DWIM ("do what I mean") command.

2023-04-13 19:22:34 It's time to rethink how we evaluate AI systems. I'm proud to be a co-author of this new paper, which has some recommendations https://t.co/5llCrMurzJ

2023-04-13 16:22:20 @anecdotal mom here https://t.co/pIBVa1KGfK https://t.co/sJekVnNl7b https://t.co/wmga832Si9

2023-04-11 19:51:49 @davidWonderland I believe that weed jokes are Elon's main motivator in all decisions.

2023-04-11 19:31:54 For anyone who doesn't know why he chose 4/20 https://t.co/yuTKBAc6Wf

2023-04-11 19:31:04 In other words, "Final date for WEEDing out legacy Blue checks is 4/20". https://t.co/O9JTPIeInG

2023-04-11 15:37:17 RT @alondra: Had an engaging conversation with @EzraKlein about the #AIBillofRights and our unprecedented window of opportunity for broader…

2023-04-11 12:28:49 RT @DoctorJosh: Embodied AI, and @uvmvermont, on the front page of the @nytimes today. https://t.co/LbwZtNebD5

2023-04-09 18:49:00 In a dialogue in Gödel, Escher, Bach (1979), the Crab describes "a new...very flexible kind of computer": "they are called 'smart-stupids', since they are so flexible, and have the potential to be either smart or stupid, depending on how skillfully they are instructed." (1/2) https://t.co/7fk6kg5lCM

2023-04-09 16:10:50 'It is at once both smarter and dumber than any person you've ever met' Describes most big AI successes! https://t.co/nS2jHs2kJS

2023-04-08 21:08:24 Head of lettuce won again. Twitter block on Substack seems to be gone. https://t.co/wcdmAI4XYq

2023-04-08 13:41:56 RT @emilymbender: .@ChrisMurphyCT I'd like to set the record straight. I can understand how the reaction of the tech world to your tweet wa…

2023-04-08 02:31:35 @garg_arun @HernanAguirreD It's a screenshot, not original tweet.

2023-04-08 02:27:30 And I can't even reply to this tweet, since it contains link to substack. Maybe time to give up on Twitter? @HernanAguirreD https://t.co/lzoQDKasks

2023-04-07 21:51:47 For a microsecond, I was able to like this tweet. https://t.co/B4R0qoOTH9 https://t.co/xEFlKGenAL

2023-04-07 21:27:10 Twitter block of Substack versus head of lettuce, anyone?

2023-04-07 20:27:22 @sd_marlow @elonmusk https://t.co/MkhypskaSQ

2023-04-07 19:34:52 @ondergurcan @elonmusk https://t.co/Eohrpu5xWv

2023-04-07 19:26:30 Wow, Twitter is blocking likes, RTs, and replies to this tweet. WTF @elonmusk?? https://t.co/21gCjbr6XB

2023-04-07 15:05:21 RT @hamishmckenzie: Today we're announcing Substack Notes. Notes lets writers publish short-form posts and recommend almost anything: quo…

2023-04-07 13:41:19 Here's a link to my Substack, where I write about AI. Twitter is blocking you from liking or retweeting tweets that contain Substack links. Why??? But *for now* (how much longer?) you can still click on it. https://t.co/LHpY5WHgeR

2023-04-06 22:41:17 @michael_nielsen https://t.co/75WQte3pmZ

2023-04-06 19:35:44 @KMLewis903 Thanks for the kind words!

2023-04-06 14:47:11 Looking forward to reading this!! https://t.co/uJBab9f61I

2023-04-06 02:55:08 RT @UODataServices: Are you ready to explore the fascinating world of AI? Join our book club as we dive into 'Artificial Intelligence: A Gu…

2023-04-05 02:19:30 @mcxfrank Thanks for this excellent thread. Rich Shiffrin and I recently wrote a short commentary on this topic as well: https://t.co/sVeYdHheBb Doing psychological testing on AI systems is a tricky business!

2023-04-04 22:05:39 Excellent thread (and blog post) on why AI "doomerism" is ill-conceived. https://t.co/iyHChRoMHt

2023-04-04 20:20:07 "Hallucitation" -- brilliant! https://t.co/a93TSncSZ3

2023-04-04 04:03:11 RT @mmitchell_ai: New great piece from @Melissahei where she explains 3 serious security issues with modern chatbots -- and there aren't wo…

2023-04-03 20:50:49 My "thoughts on a crazy week in AI news". https://t.co/wmga833q7H

2023-04-03 16:03:10 @dileeplearning @pfau But if it does replicate --not clear what to conclude.

2023-04-03 15:40:50 @dileeplearning @pfau Plus, ChatGPT is likely updated constantly, using data from user conversations. https://t.co/YtOgRJQrmV

2023-04-03 15:39:23 @dileeplearning @pfau I agree with David's meta-opinion. But I don't think that replication by the likes of us outsiders is possible. The version of GPT-4 we get for $20 is almost certainly not the same one they were experimenting with.

2023-04-03 15:15:43 Law-enforcement use of facial recognition software should be banned. Period. https://t.co/MBy7yopeS9

2023-04-01 02:00:02 @Grady_Booch Is "Open AI" taken?

2023-03-31 17:03:40 @douglas_eck There's an app for that. https://t.co/H9qE1SFldi

2023-03-31 15:09:40 @pcastr @criticalneuro @Soccermatics Wow. I was trying to explain this dichotomy to someone just yesterday.

2023-03-30 22:05:51 I am so tired. https://t.co/jbHiMnV8iN

2023-03-30 20:59:25 @rasbt Thanks so much, Sebastian!

2023-03-30 17:42:46 @mmitchell_ai Oh no, I hope you are better soon.

2023-03-30 02:06:22 Dileep's thoughts on intelligence--natural and artificial--are always interesting and worth reading: https://t.co/PKoAsAzw2Q

2023-03-29 20:48:42 New job opening at the Santa Fe Institute (@sfiscience): Digital Media Specialist. https://t.co/XlLbQQ1UdX

2023-03-29 20:16:32 RT @TaylorWWebb: Major update to our paper on emergent analogy in LLMs, with a number of additional tests and behavioral experiments, and a…

2023-03-29 16:58:36 https://t.co/LbDY0hoA6M

2023-03-29 16:30:54 I didn't sign "the letter". Current AI poses lots of risks, but describing these systems as "ever more powerful digital minds" that no one can control is likely to make the problem even worse. What's needed: more transparency and better public discourse.

2023-03-29 15:39:49 @LarryChicago @ChrisMurphyCT Sorry, I'd have to pay $8 a month to Elon Musk to edit my typos. Instead, I'll live with the "typo shaming" . Cheers!

2023-03-28 22:55:23 @boneillhawk @ChrisMurphyCT

2023-03-28 22:00:18 @ChrisMurphyCT Please take my and others' comments in that light.

2023-03-28 22:00:10 @ChrisMurphyCT This is what I and my fellow AI researchers were worrying about in regard to your earlier tweet. We are all very anxious to educate the public about the actual abilities, limitations, and dangers of today's AI systems. Many of us are strongly in favor of regulation. (2/2)

2023-03-28 21:48:58 @ChrisMurphyCT Dear Senator, I am a big fan of yours and your work. Absolutely no shaming was intended. Given the heated rhetoric around AI, shorthand for the abilities of AI can (and will) be dangerously misinterpreted---I've written extensively about this issue. (1/2)

2023-03-28 18:43:49 @santiontanon Here's the arXiv version: https://t.co/G9xQyQuMcZ

2023-03-28 18:43:02 @LakeBrenden Both are bad, but they are an interesting microcosm of the opposing extremes of wrongness on this issue.

2023-03-28 15:30:54 @mmitchell_ai First year of undergrad. I signed up for intro CS class. Had trouble with an assignment. Went to professor for help. He said, "Maybe this subject isn't really for you." I dropped the class.

2023-03-27 23:48:02 Brilliant essay by my colleague, David Krakauer, on the question "Does GPT-4 Really Understand What We're Saying?" https://t.co/UZHlAvaVR1

2023-03-27 17:36:50 @JohnHaugeland Lots of good detailed replies in the thread. E.g., https://t.co/gtkPiIub0s

2023-03-27 13:20:03 @ChrisMurphyCT Senator, I'm an AI researcher. Your description of ChatGPT is dangerously misinformed. Every sentence is incorrect. I hope you will learn more about how this system actually works, how it was trained, and what it's limitations are.

2023-03-27 13:07:01 There is so much wrong in this tweet. Our political leaders need better AI literacy. https://t.co/gx5VM5tHrW

2023-03-26 00:06:56 @stanislavfort @deliprao @natfriedman Prompting via name-dropping

2023-03-25 20:40:23 @stanislavfort @deliprao @natfriedman I personally can't solve any of these.

2023-03-25 20:38:35 @stanislavfort @deliprao @natfriedman Lol. Gear wars -- humans vs. machines: https://t.co/bkAKX3xQ3B

2023-03-25 20:35:33 @deliprao @natfriedman Thanks for the interesting reply! I'm a big fan of analogy But a lot to unpack here -- too much for a sunny Saturday! More later.

2023-03-25 20:32:18 @stanislavfort @deliprao @natfriedman Thanks! This is more convincing.

2023-03-25 18:00:11 @deliprao @natfriedman See also: https://t.co/ihSmbbRGCJ

2023-03-25 17:58:46 @deliprao @natfriedman Maybe, but this was a widely published example from a well-known person, probably given to earlier versions of ChatGPT. I'm not saying GPT-4 can't do stuff like this but this specific example is not convincing. Need better ways to test.

2023-03-25 15:57:18 Daniel Ellsberg is a national hero. https://t.co/goyLPuay7K

2023-03-24 23:10:18 @dileeplearning

2023-03-24 23:05:08 @not2social @LakeBrenden ArXiv version here: https://t.co/G9xQyQuMcZ

2023-03-24 20:17:12 5:30pm Eastern (not 5:50pm) -- looking forward to watching this! https://t.co/1GIsCot5Ze

2023-03-24 14:54:40 @Leoagua1 @DKThomp @TomerUllman https://t.co/ihSmbbR8Nb

2023-03-24 14:52:48 Impossible to do reproducible experiments using ChatGPT. https://t.co/kn1IqyP7i5

2023-03-23 20:00:14 @phillipharr1s @Thom_Wolf Not clear that what we get with the ChatGPT (GPT-4) interface is from the same model that they were using. What we're getting now may be a watered-down version.

2023-03-23 17:22:38 @tdietterich @info_sprinkles @erikbryn But how much of humanity's knowledge is encoded in language and images that are used in training these systems? How much is missing?

2023-03-23 14:43:23 @Thom_Wolf Agreed! But anything mind-blowing in science begs for independent replication / probing!

2023-03-23 01:55:54 @DKThomp The study you cite was convincingly debunked by @TomerUllman. among others. https://t.co/Z9ab5YHXGB

2023-03-22 21:57:29 @AlisonGopnik Thanks so much, Alison!

2023-03-21 20:58:55 @YablokoU arXiv version here: https://t.co/G9xQyQuMcZ

2023-03-21 19:57:25 Perspective paper by myself and David Krakauer is now published in PNAS: "The Debate Over Understanding in AI's Large Language Models". https://t.co/jIsphK8IWD

2023-03-21 15:15:20 @miguelisolano @random_walker @tdietterich My point was not about any specific example, but about the need for evaluation of systematic vs. pointwise understanding.

2023-03-21 15:14:20 @miguelisolano @random_walker This gets to useful distinction made by @tdietterich btw "pointwise understanding" ("providing appropriate responses to individual queries") versus “systematic understanding” ("AI system is capable of providing appropriate responses across entire range of queries / situations.

2023-03-20 22:46:35 "GPT-4 and professional benchmarks: The wrong answer to the wrong question". https://t.co/cdoiKNLfYX

2023-03-19 20:48:52 This video on AI creativity is really good! https://t.co/qgqCNo007S

2023-03-19 19:11:19 @DavesBasilisk There's no agreed-upon definition of "AGI".

2023-03-19 18:42:41 @mmitchell_ai Even without being given the actual paper! https://t.co/Vi2KhqU4vL

2023-03-19 16:25:37 @davidchalmers42 Even if they "pass the bar exam" doesn't mean they can do the work of a lawyer.

2023-03-19 16:24:57 @davidchalmers42 Important clarification! Also, not clear what "near-human-level" performance is . Just because LLMs are near-human-level on benchmarks like SuperGLUE, etc. doesn't mean they are near-human-level on language understanding more generally.

2023-03-19 16:05:05 LLMs are an astounding technology but I think it's wrong to glibly assert that this will be a primary path to human-level AI. "Human-level AI" doesn't have a clear definition right now, but even so LLMs aren't (yet) obviously on the path to this end. https://t.co/8d6WyEKe9L

2023-03-16 23:19:24 @sotirov @cwarzel OMG

2023-03-16 22:02:43 Really good essay by @cwarzel on our current moment of "radical uncertainty" in AI. (I talked with him about my own struggle in trying to make sense of it all.) https://t.co/CIEVEMBhvO

2023-03-16 17:53:01 @fchollet When you say GPT-3 scored ~0 on ARC, was the prompt for a task simply the json file for that task? Is anything written on the GPT-3 results?

2023-03-16 16:53:26 First time I've seen a CAPTCHA using "same/different" task. Will multimodal GPT-4 be able to crack these? https://t.co/ZceT52w5y6

2023-03-16 14:52:02 @electrode3D @fchollet Can you send the prompt you gave to Bing and its response? Not sure what it means to try an ARC task on a text-only LLM.

2023-03-15 20:59:03 RT @sfiscience: Next week @MelMitchell1 &

2023-03-15 17:36:59 RT @mmitchell_ai: Are the AIs we're starting to see sentient? Conscious? All-knowing?! First, you must consider: The Eliza effect! A nice w…

2023-03-15 16:19:54 This was a terrific workshop, and now the talks are online https://t.co/7hoRQLa6X3

2023-03-15 14:13:53 RT @djleufer: Good piece on GPT-4, but I have an issue with this comment from one of the interviewees: “It’s exciting how evaluation is now…

2023-03-14 23:11:40 @mmitchell_ai Actually I've gotten a few where they think I'm you.

2023-03-14 23:10:34 @mmitchell_ai They think you're me. (JK )

2023-03-14 21:52:28 @yo_ean Note that Kurzweil and Kapor spent a huge amount of time (in their long bet) discussing the details -- in 2002.

2023-03-14 19:48:44 I have heard many people say "now we have AI that can pass the Turing test". But it's important to note that there is no such thing as *the* Turing test. The details matter very much! (1/2)

2023-03-14 18:03:19 @jjvincent The sentence about parameters now seems to be gone from the WP story!

2023-03-14 17:48:27 @Thom_Wolf Maybe, just maybe, there are limits to the progress we can expect from current scaling / RLHF approaches?

2023-03-14 17:01:50 RT @gdb: We’re releasing GPT-4 — a large multimodal model (image &

2023-03-14 15:38:14 Chomsky et al.'s NYT OpEd did one good thing -- it transformed the Connectionsts mailing list from a dull list of paper and job announcements into a fiery discussion forum on the nature of understanding.

2023-03-14 03:02:38 Also worth reading (and cited in the Noema article above), by Margaret Boden, written before the LLM revolution, but very relevant to how to think about today's AI: https://t.co/xgx9aj17nv

2023-03-14 02:59:32 This is an insightful article about LLMs (by @Jake_Browning00 and @ylecun): https://t.co/2vJPqjLLCV

2023-03-13 16:48:56 https://t.co/KIsLVqlfZK

2023-03-10 16:19:31 Just to clarify -- the ones in the first screenshot are all jokes created by humans (that ChatGPT has in its training data) but the one in the second screenshot was generated by ChatGPT.

2023-03-10 16:05:50 All the GPT-4 superpower predictions people are making is reminding me a bit of Chuck Norris jokes. I asked ChatGPT if it knows any Chuck Norris jokes, and then to make a Chuck-Norris-style joke about GPT-4. It did pretty well!! https://t.co/v6Qi4bDr0C

2023-03-10 14:35:21 @LTF_01 I believe the student in question was Gerry Sussman, who went on to a long and important research career!

2023-03-10 13:22:41 1966: Marvin Minsky "hired a first-year undergraduate and assigned him a problem to solve over the summer: connect a television camera to a computer and get the machine to describe what it sees." --Crevier, AI: The Tumultuous History of the Search for Artificial Intelligence

2023-03-08 15:37:36 @Turkey0guz Yes! See https://t.co/sHkcpL4nDw

2023-03-05 21:25:47 Be aware: AI deep-fake audio is making this classic scam much worse. https://t.co/9zkHmy4smc

2023-03-05 10:00:00 CAFIAC FIX

2023-03-02 22:00:00 CAFIAC FIX

2023-02-28 02:47:28 @ESYudkowsky @jim_rutt I hope you enjoyed reading Copycat's source code! I loved writing code in Lisp.

2023-02-28 02:46:42 @ESYudkowsky @jim_rutt Here's one: The notion that there is a strict division of human activities into "cognitive tasks" and other tasks. (See, e.g., https://t.co/9VKYTVNL48) I'm sure @glupyan has his own examples.

2023-02-27 21:59:16 @labenz Interesting thread! But...ChatGPT did not pass the bar exam. It did not pass the same medical licensing test that doctors take. See: https://t.co/NM83a7GcDy

2023-02-27 20:39:16 @greg_j_davis Pretty much!

2023-02-27 20:18:33 @Scott_E_Page Also doesn't finish carpentry require mathematics?

2023-02-27 20:17:30 @Scott_E_Page Doesn't scientific research often require carpentry / other "physical" tasks (e.g., building particle accelerators)? I'm not sure these can be separated so easily.

2023-02-27 19:19:26 @Dan_Rowinski I'm not sure what an "intellectual task" is either.

2023-02-27 19:03:39 What is the definition of a "cognitive task"? Serious question. https://t.co/9VKYTVNdeA

2023-02-27 18:36:29 This is very funny and actually quite informative about AI. (And I was thrilled to see my AI book's cover flashed on the screen for a microsecond ) https://t.co/uQQJW3QXII

2023-02-27 01:00:00 CAFIAC FIX

2023-02-19 03:11:39 @_onionesque Some info here: https://t.co/gaoNElIFbl

2023-02-17 22:19:01 RT @mpshanahan: I've just released another updated version of my paper "Talking About Large Language Models". This version has a whole new…

2023-02-17 20:51:08 @samfbiddle https://t.co/jpkbFR2WNv

2023-02-17 18:08:56 RT @NewYorker: Today’s Daily Cartoon, by Ivan Ehlers. #NewYorkerCartoons https://t.co/lAsPCofIot

2023-02-17 17:59:54 RT @mpshanahan: Not only should we not anthropomorphise chatbots, chatbots should not anthropomorphise themselves. That is to say, chatbots…

2023-02-17 16:25:31 @sharongoldman I agree -- the crazy behavior of Bing AI is likely a result of Microsoft training it to be as "engaging" as possible.

2023-02-17 16:24:30 @sharongoldman Given the strong pressures toward anthropomorphism, people need to be educated (esp. by journalists) on how to correctly / critically think about these systems. Not easy, but otherwise these systems are likely to be harmful, esp. to vulnerable people.

2023-02-17 16:18:09 @sharongoldman See https://t.co/EcIg9t0b8T

2023-02-17 16:05:29 This discourse gets dumber and dumber. Soon all news will be journalists asking LLMs what they think about stories by other journalists. Journalists: please stop anthropomorphizing these systems! https://t.co/WRsjN7hNoz

2023-02-17 15:17:06 If you read the other "LLM Theory of Mind" paper, or if you didn't, read this https://t.co/O8Wa6FnJUt

2023-02-16 21:06:14 @michael_nielsen I think you mean "Don't trust, and verify".

2023-02-16 02:21:57 @panyalarajeshw1 @sfiscience I'm happy that you enjoyed the course!!

2023-02-15 22:57:32 See also https://t.co/ybSAlH6eCv

2023-02-15 22:53:31 How search engines work: 1990s: Page Rank 2023: Rage Rank https://t.co/3lAEBwhUCe

2023-02-15 18:14:26 @jjvincent Is there a Bing chat vs. head of lettuce meme yet?

2023-02-15 16:12:36 Great piece by @Melissahei (and love the Pinocchio/search graphic!!) https://t.co/S79pPYj46C

2023-02-15 03:17:40 @zacharylipton @ChrisGPotts @chrisdonahuey How do you respond when a talk/conference organizer asks for your slides a week in advance?

2023-02-15 00:44:29 @marvinvonhagen @mark_riedl "I will report you to the authorities" https://t.co/2JZtoGgNGo

2023-02-15 00:16:33 Need a German word for all the posts on the Bing / Bard failure cases. All I could come up with was "sCHATenfreude"

2023-02-14 20:53:22 @mmitchell_ai I would like to believe these are real transcripts but am a bit skeptical. Or is Bing AI really that ridiculous?

2023-02-13 16:53:50 Of interest, apropos of the Large Language Model "Theory of Mind" discussions (h/t @jaaanaru): https://t.co/AqdEGIRGoO

2023-02-13 01:00:36 And check out @belindazli 's interesting recent paper as well! https://t.co/LsuqwKCGUz https://t.co/WzsivlUKHB

2023-02-12 22:19:10 See also: https://t.co/wzbtek9EXs

2023-02-12 22:18:33 My take on the recent GPT 3.5 "theory of mind" paper. It's consistent w/ earlier results, e.g., from @Maxwell_Nye et al., that LLMs can keep track of variables &

2023-02-12 18:02:44 @beenwrekt @mraginsky @yoavgo Not as much as 280 characters

2023-02-12 18:00:52 @beenwrekt @yoavgo @mraginsky Yes, but it's often worth pointing out explicitly. I appreciated @mraginsky 's contribution to that.

2023-02-12 17:56:06 @beenwrekt @yoavgo @mraginsky Right, not a critique, but pointing out that the story is more complex and nuanced than as portrayed in the New Yorker piece.

2023-02-12 17:46:11 @beenwrekt @yoavgo https://t.co/RsFNKO551o https://t.co/hFyGFzmAE9 https://t.co/VL6DWYcNZu These are the ones I've seen so far. I think that lossy compression is part of what's going on in these models, but not the whole story by any means.

2023-02-12 17:12:05 @fchollet Did you see this paper, https://t.co/W3JCdkqW25, and blog posts on it https://t.co/sHkcpL4Vt4 (my commentary) https://t.co/QjcgIFrkUd (response from @TaylorWWebb) I found that GPT-3 (davinci-003) >

2023-02-11 20:33:35 @geomblog @BrownCSDept BTW, in case you didn't know, another great writer and Brown CS grad is @brianchristian !

2023-02-11 18:08:06 @willknight @WriteArthur See my blog posts on this, "Did ChatGPT Really Pass Graduate-Level Exams?" Part 1: https://t.co/HmYe8T95bo Part 2: https://t.co/NM83a7GKt6

2023-02-11 17:52:40 Part 2 of my blog on ChatGPT being given graduate-level exams: https://t.co/NM83a7GKt6 https://t.co/s7F8acuI6P

2023-02-10 17:38:14 RT @mraginsky: A thread on Ted Chiang's New Yorker piece about ChatGPT. WARNING: this will get into technical detail about lossy compressi…

2023-02-10 16:48:39 @doristsao I meant no one has figured out precisely *how* these LLMs can do arithmetic / math, and why they often succeed but sometimes fail.

2023-02-10 16:43:12 @doristsao No, I don't think anyone has figured this out.

2023-02-10 16:01:03 Good thread on the Ted Chiang article in the New Yorker: https://t.co/hFyGFzm2OB

2023-02-10 15:48:22 New on my blog: I ask "Did ChatGPT really pass MBA, law school, and medical school tests?" I look at the claims, and dig into what really happened, and what it means. Part 1 is here: https://t.co/HmYe8T8xlQ

2023-02-09 18:20:00 @sfiscience

2023-02-09 17:01:33 But there's a selection effect -- we only see the errors that got caught. https://t.co/lgN7FP7X8T

2023-02-09 15:44:12 The show will take questions from live callers as well as from Facebook and Twitter.

2023-02-09 15:42:21 I'll be on public radio's Science Friday (@scifri) tomorrow (Feb 9) along with @ruchowdh, live at 2:20pm Eastern Time. We'll be discussing and answering audience call-in questions about generative AI.

2023-02-08 15:21:31 @NeilRaden

2023-02-08 15:19:10 @AISupremacyNews Thanks! I'm overloaded on writing projects, unfortunately.

2023-02-07 18:35:33 @Grady_Booch Arise, fair Sundar, and kill the envious Bing Who is already perplexed in scale and grief, That thou, our Bard, art far more fair (&

2023-02-07 02:46:53 ChatGPT Forced To Take Bar Exam Even Though Dream Was To Be AI Art Bot https://t.co/XOtTpe7oSM

2023-02-07 02:32:24 Incredibly proud of what Complexity Explorer has accomplished. Check it out: https://t.co/eEfnlfX1Wl https://t.co/eOsSclLEGo

2023-02-05 14:41:52 @dileeplearning Interesting. Related point was made in https://t.co/LUca45YykL --- watermarking method didn't work well on training data text memorized by the LLM because probability of the exact text was too high.

2023-02-02 20:22:23 RT @TAGinDS: Excited to have @jacspringer speaking at the latest TAG-DS seminar on "What can adversarial examples tell us about similaritie…

2023-02-02 19:53:07 RT @mark_riedl: The AI research community has a lot of old baggage that needs to be thrown out https://t.co/vSYtU8cWjC

2023-02-02 19:43:26 @ZennaTavares Cool work described in the blog post. I look forward to reading the paper.

2023-02-02 19:23:38 @PublicHamilton Thanks!

2023-02-01 05:15:18 @michael_nielsen Not in SF, but whenever we visit family in L.A. we do some "secret stairs" walks, which are always wonderful. https://t.co/ies9kJ5cZB The same author now has a guide to secret stairs walks in the East Bay: https://t.co/YiZrpohVk9

2023-02-01 02:34:52 RT @_eric_mitchell_: Very excited to share this demo of DetectGPT! Looking forward to feedback of all kinds, even re: my questionable web d…

2023-01-31 21:33:20 @_eric_mitchell_ @yoonholeee @jwkirchenbauer @jonasgeiping @tomgoldsteincs

2023-01-31 21:29:06 New on my blog: Exploring some recent proposals for detecting text generated by large language models. https://t.co/SK2oN3EuGZ

2023-01-31 17:14:14 Very cool demo. https://t.co/ouEt9fSuzm

2023-01-31 16:15:04 Very exciting for us at SFI! https://t.co/2caPXZq1M7

2023-01-30 15:32:00 @isEdgarGalvan I'm so glad to hear that you are enjoying it!

2023-01-30 01:00:00 CAFIAC FIX

2023-01-13 16:06:54 RT @svscarpino: There's no better way to spend the summer than at the @sfiscience Complex Systems Summer School. My experience there shap…

2023-01-12 23:40:44 Thread and new paper about what #ExxonKnew about global warming, back in 1977. They predicted it and then actively worked to falsely convince the world it wasn't happening, for the sake of profit. https://t.co/JKtK5k4xnk

2023-01-11 20:47:53 New blog post: @TaylorWWebb, co-author of fascinating paper on GPT-3's analogy-making ability, responds to my perspective: https://t.co/QjcgIFrkUd

2023-01-10 19:55:10 RT @sfiscience: Join us this summer for the 2023 Complex Systems Summer School, a 4-week residential research program hosted by SFI &

2023-01-10 18:35:12 RT @criticalneuro: Friends of the #learningSalon, please join us for 2023's 2nd session: Fri Jan 13th 4 PM ET Myself, @blamlab @MelM…

2023-01-07 23:50:47 @PessoaBrain @GaryMarcus At least it was sorry for its mistake

2023-01-06 20:49:58 International @sfiscience summer school on Intelligence and Representation For PhD students, in Cambridge, UK, August 13-25, 2023. Tuition is free! Apply by March 1, 2023. https://t.co/kQzvB3mesb

2023-01-06 17:38:44 Interesting discussion of the question "what are large language models good for?" https://t.co/5kdzEHKu6N

2023-01-04 23:14:47 @aviadt @TaylorWWebb Interesting! I hope someone will be able to explain all this someday.

2023-01-04 22:02:31 @KameronDHarris Both academic and a good read. But definitely academic.

2023-01-04 21:41:50 Top of my reading list: https://t.co/CDeqEFDAWT

2023-01-04 02:23:23 @mutant_liberal No, but there are a lot of theories / experiments that have shed light on this.

2023-01-04 02:22:56 @schulzb589 I don't understand the logic here.

2023-01-04 00:23:35 Very clear and interesting post about LLMs . Unlike Yoav, I *do* think it matters for their performance whether and how they "understand". But I really enjoyed reading this. https://t.co/ymR3IcEv4K

2023-01-03 23:45:57 @spaniel_bashir @gradientpub Yes, very interesting! But as you'll see, I'm not on board with their broad claims.

2023-01-03 23:07:24 @TaylorWWebb @dileeplearning

2023-01-03 23:06:21 One of my new years resolutions is to blog (from time to time) about interesting work in AI. I'm trying out Substack for this. My first post is a perspective on recent paper by Webb et al., "Emergent Analogical Reasoning in Large Language Models". https://t.co/sHkcpL4nDw

2023-01-03 18:53:55 RT @criticalneuro: Friends of the #learningSalon, start the year off right &

2023-01-02 19:21:40 @C4COMPUTATION @cigitalgem Yow, sorry to hear this! Have you contacted police / FBI?

2023-01-02 19:08:55 @Plinz Yup, unlike Google Search, ChatGPT will confidently find you things that don't exist yet

2023-01-02 19:05:50 @C4COMPUTATION @cigitalgem Any advice for Jessica?

2023-01-02 19:03:56 .@bendee983 explains why ChatGPT will not work as a search engine anytime soon: https://t.co/ndPMD0Qn3O

2023-01-02 18:42:46 @petrussola Thank you!

2023-01-01 21:11:07 Happy new year and brave new world! https://t.co/22ya7crvGq

2023-01-01 18:59:29 @Parisa__Rashidi @fchollet Yes, it seems that Minecraft is more appealing to girls than many other video games!

2023-01-01 18:56:56 @npparikh @fchollet I wish I knew! I personally was never interested in computer / video games

2023-01-01 18:45:54 @fchollet Playing video games was definitely the impetus for my two sons to learn to code at a young age. I don't think video games have enticed as many girls into programming, unfortunately.

2022-12-30 19:30:15 The Learning Salon is a weekly forum in which we explore bridges and contentions in biological and artificial learning, with amazing guests. Events are livestreamed every other Friday at 4pm EST. Go to https://t.co/u6LOHbWCW0 to register and to see upcoming guests. (2/4)

2022-12-30 19:30:14 I have thoroughly enjoyed attending The Learning Salon for the past two years, and now I get to co-host with @criticalneuro and @blamlab ! (1/4)

2022-12-28 19:45:32 @SSTaylorBooks Silver lining!

2022-12-28 18:08:40 Me: It will be so nice to finally fly home today after long visit with family. Southwest Airlines: lol

2022-12-26 19:15:16 "The engineers of the future will, in a few keystrokes, fire up an instance of a four-quintillion-parameter model that already encodes the full extent of human knowledge (and then some)"

2022-12-26 19:15:15 Very interesting and provocative article (not sure I agree with conclusions, but they are worth considering seriously). https://t.co/AsIHz0s35D

2022-12-23 22:26:07 Lol https://t.co/Iuaib9PAsi https://t.co/vIE1EzKGDO

2022-12-23 17:00:45 @DataScienceHarp I'm so happy to hear this!

2022-12-23 16:59:46 @EricHallahan @evanthebouncy https://t.co/KQMD32wr7S

2022-12-23 15:31:13 @WiringTheBrain @LiteraryVienna @SMcfarnell Analogies (like this one) are the highways thoughts drive on.

2022-12-23 03:28:51 @barrygoldman1 Read my book to find out! :-)

2022-12-23 02:00:30 Not a new edition but I will likely just put new chapters on my website. Stay tuned!

2022-12-22 22:22:10 RT @emollick: Tom Lehrer has put all his songs online (including lyrics &

2022-12-22 22:10:45 How does modern AI work, what is its history, and how does it compare with human intelligence? My book gives an in-depth, accessible guide for lay people &

2022-12-22 02:46:19 @AndrewLampinen I'll post some thoughts soon.

2022-12-21 17:39:09 So many interesting LLM papers to read on "vacation" over the holidays! https://t.co/HakineL0yR

2022-12-21 17:18:17 @ncasenmare I'll read this thread (and also new paper https://t.co/wDXO6yYcNo) in next few days and post some thoughts. Cheers!

2022-12-21 02:56:25 RT @TaylorWWebb: Here's one to add to the LLM debates: in a new paper, we found that GPT-3 matches or exceeds human performance on zero-sho…

2022-12-21 02:48:55 Some holiday reading from @TaylorWWebb et al https://t.co/W3JCdkHZ45

2022-12-17 00:01:45 Hi @twitter, I just wanted to let you know that I bravely ignored your warning and went to the link, and guess what --- it's safe! So it's okay to stop warning all of us about this! https://t.co/KFn9fjxJHx

2022-12-16 20:02:10 Looking forward to this! https://t.co/mdNDPyXkYZ

2022-12-16 15:57:34 This is today, Friday Dec. 16, 4pm EST. Hope to see you "there"! https://t.co/vatRrPABpR

2022-12-16 03:42:08 Where else to find me: s i g m o i d .s o c i a l/@melaniemitchell https://t.co/ntQPCL85Yq

2022-12-16 03:35:09 Twitter is trying their best to block anything to do with Mastodon. Here's what happened when I tried to update my Twitter bio with a link to my Mastodon account: https://t.co/lUeXA2AbFI

2022-12-16 03:20:12 RT @gradientpub: Sigmoid Social is approaching 5k active users and has hosted 125k interactions so far! If you're in AI, this is a Mastodo…

2022-12-16 03:17:53 Things seem to be going downhill very fast @twitter.

2022-12-16 01:15:26 @mmitchell_ai @not2social Follow all the M. Mitchells in AI! And the K. Mitchells too (@WiringTheBrain)! And follow us on Mastodon as well, since who knows how long we will be able to stand it over here.

2022-12-15 17:52:17 I was lucky to get a chance to talk with @spaniel_bashir for the Gradient podcast! https://t.co/qlgZ1AhHU2

2022-12-15 04:08:42 @FelixHill84 @davidchalmers42 It would be so interesting to be able to trace back LLM outputs to training data -- I wish there was a way to do this.

2022-12-15 04:06:39 @FelixHill84 @davidchalmers42 Indeed, it's clever! But the prompt did ask for a linux code block to be included in the poem. If that hadn't been explicitly asked for, I'd have been more blown away. Also, seems like "sudo apt-get install [food item]" is a thing on the internet. E.g. https://t.co/I7Lly9KuQX)

2022-12-13 21:40:18 Here's the real ChatGPT song about "EM in the style of Dylan" https://t.co/g6BUEPEP9w

2022-12-13 21:30:34 @WeidmannMark Did Elon himself write that song? Sounds like it.

2022-12-13 17:52:30 The Learning Salon (https://t.co/dTxWdW6osD) is back! And I am thrilled to be co-hosting. Fridays at 4pm Eastern. https://t.co/vatRrPABpR

2022-12-13 14:59:08 Though I am not convinced yet this was really written by ChatGPT...

2022-12-13 14:57:30 My newest column for @QuantaMagazine: What Does It Mean to Align AI With Human Values? https://t.co/g002PRuNG9

2022-12-13 01:15:58 AI vs. @alyankovic

2022-12-13 00:58:31 Omg https://t.co/SCaafWDWJL

2022-12-13 00:51:47 This is pretty brilliant. https://t.co/n3sdGfn1ud

2022-12-10 20:32:40 @dmonett Same!

2022-12-10 19:37:02 Good essay from @mpshanahan on the perils of using anthropomorphic language to describe the achievements of large language models. https://t.co/Z3UvwZyOa3 https://t.co/xi39FxpELL

2022-12-09 15:12:50 @yoavartzi Can someone get a Turing award posthumously?

2022-12-09 00:56:08 @fchollet Totally a blast! https://t.co/AJ69b3VN48

2022-12-09 00:17:02 Breaking news for language models used in search engines: Different people have the same name! https://t.co/xVxFfCEABr

2022-12-09 00:12:57 @AravSrinivas @perplexity_ai Disappointing. I don't think this way is going to be very effective.

2022-12-08 23:59:14 @AravSrinivas @perplexity_ai Thanks for looking into it. How are you going to get your system to return more reliable information in the future?

2022-12-08 22:19:51 @PWGTennant @random_walker Maybe I forgot to tweet that day.

2022-12-08 19:46:57 @random_walker At least it doesn't think you're dead https://t.co/GYse3nLOZg

2022-12-08 19:45:21 .@perplexity_ai, you are not making my day a happy one https://t.co/WnLdqo0MUO https://t.co/XjJaGNhIPd

2022-12-08 16:55:22 RT @daveyalba: New from me: ChatGPT is awe-inspiring tech. It wrote a wonderful poem about my cats! But it's plagued by the same issues of…

2022-12-08 16:09:46 Pretty close vote. Only 7 years to wait for the final result. https://t.co/nL6KCQLX61

2022-12-08 13:00:00 CAFIAC FIX

2022-12-07 08:00:00 CAFIAC FIX

2022-11-14 16:16:04 Important discussion by Ernie Davis on problems in Big-Bench common-sense language benchmarks: https://t.co/rMDtWg1l9F

2022-11-12 17:56:54 RT @C4COMPUTATION: COLLECTIVE INTELLIGENCE (@Collective_CI) is recruiting a Social Media Fellow. If you have strong writing + conceptual…

2022-11-12 16:18:22 @bestofdyingtwit To thine self-own be true.

2022-11-11 16:18:10 RT @brianbuccola: Can baboons do compositionality? That is, can they form compositional representations like "not blue"? In a new paper wit…

2022-11-10 16:56:50 @NicoleCRust Thank you -- I'm so happy to hear that you enjoyed the book!

2022-11-10 16:55:54 RT @NicoleCRust: This book by @MelMitchell1 is one of the most gripping science books out there (and I've read a lot). Touches on what make…

2022-11-09 19:03:58 A Twitter checking account with $8 fee for blue checks? https://t.co/RoMifpxo8Y

2022-11-08 16:46:43 @DoctorJosh @Kriegmerica @uvmvermont Congratulations, Sam!

2022-11-08 15:33:13 Some things that are not actually blue: https://t.co/rw7Y7YP6NG

2022-11-07 15:58:52 Interesting essay competition from https://t.co/DDdNqtu5Cy with ~$2,000 prize: "What fundamental principles of intelligence must be considered in the successful design of artificial intelligence?"https://t.co/gkyNo9DaIh

2022-11-07 15:16:28 @wildebees https://t.co/C9jSJjLDTG

2022-11-07 03:49:01 Funny that virtually every post on my Twitter timeline is about Twitter itself. And every post I've seen on Mastodon is about Mastodon. Social media has literally become a *meta*verse.

2022-11-07 03:36:16 Mastodon tip: I used https://t.co/jFg2g6s4DE to automatically go through the list of people I follow on Twitter &

2022-11-06 19:32:19 @melaniemitchell@sigmoid.social

2022-11-06 19:30:20 I'm staying on Twitter for the time being but am also trying out @gradientpub's new Mastodon instance -- you can find me at: https://t.co/OIKTFCYW7v

2022-11-02 21:13:33 SFI's In memoriam for Chuck Stevens: https://t.co/g3dAZY8ucT

2022-11-01 17:16:42 @pomeranian99 “Think how hard physics would be if particles could think.” -- Murray Gell-Mann

2022-11-01 15:12:16 Per chi parla italiano: https://t.co/1KF7FwCjxm https://t.co/RwtRX19Gxz

2022-10-31 18:48:16 Very fun conversation with Ben and Vaden: https://t.co/246tbYGf3q

2022-10-31 01:24:37 Finally some good news in the world. https://t.co/HRUx1hEAWY

2022-10-28 15:26:53 @TiernanRayTech @ylecun @GaryMarcus Lots of people care, of course -- many went into the field precisely to work on those big questions.

2022-10-28 15:02:25 @TiernanRayTech @ylecun @GaryMarcus https://t.co/G9xQyQdaOp

2022-10-27 00:25:24 @TheWill Hope you get better soon!

2022-10-26 17:34:00 Back in April, SFI hosted a fantastic workshop on "Embodied, Situated, and Grounded Intelligence". We wrote a report about it: https://t.co/mB6aHJUUH1Also, all talk videos are here: https://t.co/eB12lkU4Od https://t.co/mB6aHJUUH1

2022-10-26 14:08:48 @C4COMPUTATION @NadineSpychala @jlizier @RomainBrette @GaelVaroquaux @KordingLab Ditto!!

2022-10-26 14:05:25 New: A perspective piece by myself and David Krakauer about large language models and "understanding". https://t.co/G9xQyQdaOp

2022-10-26 14:03:01 @KordingLab @jlizier @RomainBrette @GaelVaroquaux @C4COMPUTATION I don't think AI is hitting a wall. My talk was about the many reasons I think people are over-optimistic about near-term human-level AI, and about some core aspects of human intelligence that are still missing in AI.

2022-10-25 15:57:41 @tyrell_turing @NSERC_CRSNG Great to see this -- congratulations!

2022-10-24 16:03:04 RT @bendee983: My review of "The Book of Minds" by @philipcball.Ball gives you a framework for looking past your instinctive tendency to d…

2022-10-24 15:50:55 @tdietterich @tinaeliassi @davecliff @arxiv Any advice for figuring out what the holdup is?

2022-10-24 15:06:38 @ankurhandos @arxiv Frustrating.

2022-10-24 15:01:45 @svscarpino @arxiv Thanks! I think I messed up by forgetting to choose a primary category (CS) and instead just choosing crosslists (AI/ML). Now they won't let me update it....sigh.

2022-10-24 14:53:19 @ankurhandos @arxiv Yup, I got the same reply.

2022-10-24 14:49:03 I submitted a new preprint to @arxiv 10 days ago --- it is still "on hold". No information except "Your submission was identified by arXiv staff or moderators as needing further attention." Anyone else have this experience? Can anything be done to find out what hold-up is?

2022-10-22 19:18:35 I'll also be doing a book signing after the panel -- come by and talk about complexity and/or AI!https://t.co/W0duysckWB https://t.co/ON0sZrp9pj

2022-10-22 19:17:09 If you're in Santa Fe and interested in intelligence (biological or artificial), come by SITE Santa Fe to hear our panel discussion: https://t.co/8cxjM4rnsRIf not in Santa Fe, follow on the YouTube livestream: https://t.co/aMfdexZRBehttps://t.co/8cxjM4rnsR

2022-10-22 18:08:06 Very sad. Chuck was a regular visitor to @sfiscience for many years and I was fortunate to get to know him. He was brilliant and interested in everything. I learned a lot from him and will miss him very much. https://t.co/RkfvzudNqe

2022-10-21 18:32:45 @cigitalgem Indeed!

2022-10-20 22:59:21 @AtomicAdMan Reminds me of when I tried using GPT-3 to generate horoscopes: https://t.co/Oj0Kp1faPm

2022-10-20 20:33:43 @TonyZador

2022-10-20 20:33:21 Good article on why "neuroAI" isimportant: https://t.co/vurFzbjFeF. I'm glad this was written. But it should have cited the Animal AI Olympics by Crosby, @mpshanahan, @LucyCheke and others, an attempt to achieve exactly the kind of "embodied Turing Test" the paper proposes.

2022-10-20 20:14:35 @deliprao @Penn @ccb Congrats!!

2022-10-20 13:10:04 @spiantado @FelixHill84 And something about lettuce. Seems important.

2022-10-19 19:16:00 @GaryMarcus Way optimistic even if you count in Mars-years.

2022-10-19 16:48:20 I found a positive way to channel my anxiety about the upcoming midterm elections: volunteering to write letters to citizens in key states, encouraging them to vote: https://t.co/l66v7oSb32

2022-10-18 22:03:47 @criticalneuro I had bad reaction to every covid shot but zero reaction to 2022 flu shot, much less than normal ¯\_()_/¯

2022-10-14 16:18:39 @B_Lindstroem @EikoFried Thank you!

2022-10-13 20:22:46 @rasbt So is driving a car in a city more like making coffee or like predicting protein structure?

2022-10-13 16:55:21 "'People interested in AI are very keen on anything that can play Pong,” Potter says. 'That was a brilliant decision."Yup, Pong is the new Turing Test https://t.co/kSW9pEzB2O

2022-10-12 23:52:29 @brianchristian @theNASEM @SchmidtFutures Congrats!!!

2022-10-12 22:21:58 @erikbryn @jackclarkSF @dashstander @fchollet Lots of papers on this in NLP , e.g., https://t.co/tB97aoiVlfhttps://t.co/8GJfBc4CguAnd workshops like this one: https://t.co/8DjQ6aK5be(2/2)

2022-10-12 22:21:44 @erikbryn @jackclarkSF @dashstander To answer your first question, lots of work on this recently, but not all in agreement with one another: @fchollet wrote about this at length in https://t.co/pRwx4NwqVaI also wrote about this at the end of https://t.co/JEDUOzQ8BW(1/2)

2022-10-12 21:52:37 @jackclarkSF @dashstander I was disagreeing with your analogy of "road running out". But I like your proposal for a general system (not trained for or fine-tuned on a particular dataset) being applied to the Perception test.

2022-10-12 21:51:09 @jackclarkSF @dashstander Sorry for bad analogy. My point was that ML systems to date can do really well on specific benchmarks (by fitting their gazillion parameters to some kind of statistical function) but then they often don't generalize well.

2022-10-12 21:46:09 @jackclarkSF @dashstander To warp the analogy further: a trillion parameters is a lot of statistical "fuel", and can make a car run perfectly on any particular type of road. It's not that the road runs out, but that car won't work on roads in general.

2022-10-12 21:11:18 @jackclarkSF Any particular benchmark will be "solved", but the question will always be in generalization and how it is measured.

2022-10-12 17:18:32 RT @sfiscience: Revolutionary technologies requires fundamentally new operational principles &

2022-10-12 16:44:47 Congratulations to @YejinChoinka on being awarded a MacArthur Fellowship!! https://t.co/s3id2uRRES

2022-10-12 02:32:14 RT @sfiscience: #IPFest returns on Oct 22-23 for a full weekend of panels, keynotes, avant-garde performances, &

2022-10-11 13:50:21 @grbradsk Indeed. Just as we tend to be unaware that our lives are going to become data of reinterpretation. Hopefully reinterpreting the past will help us look around us and reinterpret the present as well.

2022-10-10 21:48:50 I'm looking forward to participating in this event! https://t.co/tEGLAaSntK

2022-10-10 21:37:02 The book actually looks interesting. Fun note from the review: https://t.co/InT4NRLDxb

2022-10-10 21:27:19 Did women even exist back then? https://t.co/3JlpR0SSRU

2022-10-10 18:52:52 https://t.co/fqka6zVh6E

2022-10-10 18:51:47 Very good discussion of DeepMind's AlphaTensor. https://t.co/K8oxlnNVfd

2022-10-07 21:16:48 New method for Python error visualization. https://t.co/3MPt5WOldk

2022-10-07 17:18:54 Prospective postdocs in AI / Cogsci: Deadline is Sunday October 16 https://t.co/pPfgz9qyGR

2022-10-07 17:17:34 Deadline is Friday, October 14 https://t.co/Ts9BkHy7IJ

2022-10-06 16:52:59 RT @DimaKrotov: Are you a PhD student who wants to work on Transformers, Hopfield Networks, NeuroAI? Apply to our summer internship program…

2022-10-05 20:52:17 @svscarpino I'm in!

2022-10-04 12:19:49 @bleepbeepbzzz @GaryMarcus Good point!

2022-10-03 04:01:37 @GaryMarcus Let's think step by step. That should help! https://t.co/Kh2uUe8L5W

2022-09-30 22:20:07 @hardmaru @googlejapan Can't wait to see what you do next!

2022-09-30 15:07:42 @BryanCoxwell Very interesting! Thanks for posting. I wonder if my posing these questions to GPT-3 a while ago means that they were included in its ongoing training data....

2022-09-30 14:36:53 Very good post. (Note: they are not "AI Critics", but rather "AI Hype Critics".) https://t.co/MiyNyWg7dS

2022-09-29 17:18:31 @yoavgo Here's a link that should work: https://t.co/Xv4mmYJrbI

2022-09-29 14:26:25 @TylerMarghetis @UCMCogSci @sfiscience

2022-09-29 14:25:22 I'm very grateful for this honor from UC Merced Cogsci and looking forward to visiting campus next week! https://t.co/epJD1LKWkA

2022-09-28 23:34:03 @deliprao Weird2Vec

2022-09-28 21:55:13 @PaulTopping @math_dandy @GaryMarcus Some links here: https://t.co/vvejZrIe8i

2022-09-28 21:32:03 @AndrewLampinen @math_dandy @GaryMarcus Agree, it's clear that symbolic methods alone won't scale.

2022-09-28 21:20:17 @AndrewLampinen @math_dandy @GaryMarcus That being said, "toy" domains like ARC (&

2022-09-28 21:15:23 @AndrewLampinen @math_dandy @GaryMarcus How to define "nuanced context"? I think ARC captures some aspects of whatever that is. I agree about rich inputs &

2022-09-28 17:46:13 Come to SFI's Interplanetary Festival, October 22-23, either in person in Santa Fe or virtually, anywhere in the galaxy!https://t.co/FeJXtlCeaG

2022-09-27 22:04:25 @math_dandy @GaryMarcus See https://t.co/pRwx4NeQ3CAlso https://t.co/a6x1UlFfSUhttps://t.co/L6Rg54mund

2022-09-27 21:46:29 @math_dandy @GaryMarcus Perhaps this? https://t.co/33GkiWKHwB

2022-09-27 17:30:47 I just signed this open letter and encourage all scholars who support open publishing and research to do so. https://t.co/uFCb3k4lN9

2022-09-27 14:33:57 Annual AI twitter debate on "what is a symbol" is on again. Does it matter? https://t.co/IdLAXog3K0

2022-09-26 00:02:16 RT @DanLarremore: The SFI postdoc program is absolutely fantastic.• Supports risk-taking and creativity without losing rigor or community…

2022-09-24 16:18:41 RT @sfiscience: Announcing acclaimed novelist Tom McCarthy as our next Miller Scholar!“Tom is one of those lyrically synthesizing minds t…

2022-09-24 16:18:28 RT @mpshanahan: If you're an #AI PhD student with an interest in either a) reasoning with LLMs or b) learning abstract representations, the…

2022-09-24 00:16:41 @GeePawHill Unfortunately no authorized e-book versions. Sorry!

2022-09-21 15:03:53 Yes, I'm subtweeting https://t.co/RuE1Uu1oDB and https://t.co/UfhnIQ8834

2022-09-21 15:00:30 Like in all sciences, it's really important to have constructive debates about AI research, and to have scholars who write critically about specific results in the field . It's not helpful to brand these scholars quite generally (and negatively) as "AI Critics" or "AI Deniers".

2022-09-20 23:07:06 Thread on language understanding in LLMs: https://t.co/8edEpCQ783

2022-09-20 14:47:44 RT @C4COMPUTATION: Please join @sfiscience @TheLensic Tue+Wed, Sep 20+21, for our Ulam Lectures. @Cornell math prof + gifted science commun…

2022-09-20 02:52:09 @RRejeleene @sfiscience Sorry, I misunderstood your original question. The position is for people who have completed a PhD or will complete one soon.

2022-09-19 15:18:04 @criticalneuro @behrenstimb @Tim_Dettmers @WiringTheBrain @blamlab @tyrell_turing @jcrwhittington Thanks. I wasn't criticizing the paper at all, just asking about the claims in the Quanta tweet, which many more people will see than people will read the paper.

2022-09-18 18:11:42 "Hippocampus is a transformer" -- is this (1) true and amazing, (2) true and trivial, (3) untrue but useful metaphor, (4) nonsense, or (5) ???@WiringTheBrain @blamlab @criticalneuro @tyrell_turing https://t.co/uoyiF3Xan2

2022-09-17 15:43:54 Amazing and hilarious thread about simple ways to manipulate LLMs and the products that use them. https://t.co/c1I8NKwzaE

2022-09-17 14:41:20 Important article that thoroughly lays out the "what" and "why" of current threats to US democracy. Terrifying. https://t.co/4KACPE4KkO

2022-09-16 15:10:51 @falcon7201 Not all AI people focus on ML :-)

2022-09-16 15:04:38 Re-upping this also. Postdoc opportunities at SFI for early-career scientists interested in any aspect of complex systems. Apply by 10/14/2022. Please RT. https://t.co/wMoLsY3Ijx

2022-09-16 15:02:28 Re-upping this. Postdoc opportunity at SFI for AI/ML/cogsci people interested in abstract concepts, reasoning and analogy-making. Apply by 10/16/2022. https://t.co/pPfgz99vER

2022-09-15 17:46:48 Counterpoint to Atlantic article linked below: NNs &

2022-09-15 16:50:41 @roydanroy @EmtiyazKhan @_joaogui1 @maosbot Calling NNs or LLMs "magic" is not a good thing for scientific understanding, or even for general public understanding of what these technologies can do.

2022-09-15 16:49:56 @roydanroy @EmtiyazKhan @_joaogui1 @maosbot For example, "we" (the scientific community) don't fully understand the mechanisms of gravity, but we don't think of gravity as a "miracle", but rather as a natural phenomenon that will eventually be explained by science.

2022-09-15 16:49:43 @roydanroy @EmtiyazKhan @_joaogui1 @maosbot I don't think that's the way the general public interprets the words "magic" and "miracle".

2022-09-15 16:18:16 @EmtiyazKhan @roydanroy @_joaogui1 @maosbot More: (From https://t.co/geJxnO6Z7g) https://t.co/CPIrfXyclw

2022-09-15 16:11:20 @EmtiyazKhan @roydanroy @_joaogui1 @maosbot From an article published today in the Atlantic https://t.co/2zliXYBPfC

2022-09-14 22:06:12 When I see the claim that "AGI" will (or should) be at the same time generally intelligent AND more like a computer than like a human on tasks like arithmetic, I am reminded by this speculation from Gödel, Escher, Bach, which I think is probably correct. https://t.co/1lLWceIxqH https://t.co/Qd5VFXZZsO

2022-09-14 16:53:55 @chazfirestone @davidchalmers Top right looks like a chicken in a pear tree.

2022-09-14 16:52:43 @chazfirestone @davidchalmers and..... https://t.co/MwAzlPrhhf

2022-09-14 16:24:08 BBC covers really important energy study by Doyne Farmer and others: "Switching from fossil fuels to renewable energy could save the world as much as $12tn (£10.2tn) by 2050, an Oxford University study says."https://t.co/fzdHHY54bx

2022-09-14 16:04:28 US Media: Let's do nonstop coverage of the Queen.US Media: We've run out of things to say about the Queen. US Media: Let's do nonstop meta-coverage of the Queen. https://t.co/2FBOEdAjd2

2022-09-13 19:41:08 RT @bendee983: I spoke to @MelMitchell1 on concepts, abstractions, and analogies, three pieces that are missing from deep learning systems.…

2022-09-12 17:45:26 RT @sfiscience: Mathematical Stories with @stevenstrogatz! Our Ulam Memorial Lecture Series is back – tune in on YouTube or attend in per…

2022-09-12 16:53:17 RT @MelMitchell1: Today I went on a beautiful hike starting from Los Alamos ski area. After the hike I spent some time looking at exhibi…

2022-09-12 14:34:23 @KameronDHarris OMG.

2022-09-12 13:06:50 @curiouswavefn Yes!

2022-09-12 03:13:52 In 1943, when the ski club was formed, virtually no one knew of Los Alamos's existence. Two years later came the bombing of Hiroshima and Nagasaki. So many of these physicists later became activists against nuclear weapons. /end

2022-09-12 03:11:07 Extra credit for identifying the energetic Nordic skier from a ~1948 photo. /3 https://t.co/sIXLaaLTQ8

2022-09-12 03:11:04 Part of roster of initial members and how much they paid for their membership. A few more scientific legends here. /2 https://t.co/thnGbrZ6H6

2022-09-12 03:11:00 Today I went on a beautiful hike starting from Los Alamos ski area. After the hike I spent some time looking at exhibit in the ski lodge on the "Los Alamos Ski Club" from its beginning 1943/1944. Below:part of original sign-up sheet. See any Manhattan Project luminaries? /1 https://t.co/adS9fJ8PYF

2022-09-11 04:00:55 @RRejeleene @sfiscience Yes.

2022-09-09 18:10:14 Really looking forward to @stevenstrogatz's two lectures in Santa Fe (this year's Ulam Memorial Lectures series), September 20-21. If you can't attend in person, the lectures will be live streamed.https://t.co/Jvfq9jsWQDhttps://t.co/G95m8ylEPC

2022-09-09 16:16:53 RT @LongFormMath: When you were a carefree tenured professor living your best life, and then are suddenly forced to chair your department h…

2022-09-08 14:48:56 This will be fun and interesting!! Open to everyone. https://t.co/FcuDcRhfOZ

2022-09-07 14:50:52 @Abebab Congrats!!

2022-09-04 19:42:19 @databacked101 Also check out the work of Charles Ofria https://t.co/R9GiZFxwUm and Chris Adami: https://t.co/igL4VH6wWV

2022-09-04 19:33:27 @databacked101 You might look at the work of Lee Altenberg (https://t.co/W0L8xAjFhy) who has worked on applying GA-type models to biological questions. Also an interesting paper linking GAs to biology is this one: https://t.co/6tXINJJXbt

2022-09-01 20:32:01 @kthai1618 @sfiscience Yes, we occasionally have graduate interns, depending on funding. Email me about this and I can send a more detailed response.

2022-09-01 20:30:11 @ocramz_yo Depends what you mean by "meaningful." I think SOTA is now 30% correct on the test set (given three guesses for each task). However, I don't think any of the approaches so far will generalize very well.

2022-09-01 16:21:03 Exciting initiative for anyone interested in AI https://t.co/mNIxC6VINa

2022-08-31 19:31:25 This non-paywall link seems to work: https://t.co/TGgjiSOw1N https://t.co/BvAS8nKVg2

2022-08-31 19:19:24 @WiringTheBrain https://t.co/rgnIR64t3E

2022-08-31 17:52:30 FT interview with me about large language models. Sorry it is behind paywall. I am trying to get a non-restrictive link I can share. https://t.co/Mb0Jof2CgF

2022-08-31 17:51:00 RT @PWGTennant: .@MelMitchell1 again adds an important dose of reality to discussions about the current state of #AI! Very timely given I'm…

2022-08-31 16:50:54 RT @fchollet: A postdoc position where you will get to enjoy the New Mexico weather and views -- and work on solving ARC at the same time!

2022-08-31 15:28:48 Important nerditry question of the day: https://t.co/xTJIdCXsQ7

2022-08-31 13:06:38 RT @TonyZador: Are you trained in AI, and interested in doing original research at intersection of Neuroscience and AI? Come to CSHL and…

2022-08-31 01:19:54 @davidchalmers42 @rgblong I'd heard of "AI safety" but now I know what it actually means!

2022-08-30 23:24:17 @ev_fedorenko @mpshanahan @gershbrain @TomerUllman @LakeBrenden @todd_gureckis @neuranna @MelanieEMoses Please share with anyone you know who might be interested. Thanks! https://t.co/pPfgz98XPj

2022-08-30 19:45:46 @davidchalmers42 @rgblong Sneaky. https://t.co/rOMRMy8gzT

2022-08-30 19:12:17 RT @Kriegmerica: The https://t.co/LadozAqMdA is hiring @NorthwesternEng! We are looking for a postdoc to help us explore compositionality…

2022-08-30 17:17:51 New postdoc position in my group at @sfiscience to collaborate on developing and evaluating AI models of abstraction and analogy. https://t.co/pDm2jYQez5 Application deadline 10/16. SFI offers fantastic intellectual opportunities!(Also see views from our campus below.) https://t.co/LHW7X3INKM

2022-08-24 16:15:59 @philipcball Very well-deserved. Congratulations!!

2022-08-23 19:52:48 Yup, I agree 100%. See https://t.co/lqzCDdRPbvby @mpshanahan et al. for similar arguments. (I also wrote about this in my last book.) https://t.co/8gTWvj51nz

2022-08-23 17:47:49 @Vannatikk @kischiman I tried the same prompts in Craiyon -- honestly, it was not much better than SD.

2022-08-23 16:48:52 @akbirthko My tweet wasn't meant as criticism, just an observation. But not obvious to me that the system could have learned these abstract concepts robustly even if trained on examples. I'd love to see experiments on this!

2022-08-23 16:43:50 Related paper on DALLE-2 by Colin Conwell and @TomerUllman https://t.co/7XUb62gfAg

2022-08-23 16:41:07 A few more prompts:A: One cube on top of another cube (correct on one output)B: A small cube to the left of a large cubeC: A red cube below a green cubeI wonder if it could reliably learn these relationships if it had examples (with relevant captions) in training set. https://t.co/k5lM074jkb

2022-08-23 16:10:28 *Prepositions are hard.*Stable diffusion demo (https://t.co/HTkzn6LpGH)Prompt A: A small green cubePrompt B: A large red cubePrompt C: A small green cube on top of a large red cube https://t.co/4U8oKTfZUY

2022-08-18 15:57:24 "Why I am not an effective altruist" by @erikphoel Very thoughtful, and IMO correct. Worth reading. https://t.co/i5D6qD0XC9

2022-08-18 14:28:50 @ehud

2022-08-16 17:53:27 @WiringTheBrain Sent it to you via email.

2022-08-16 14:22:06 @CoolsHannes Thank you for the shout out!

2022-08-15 20:37:32 Can't argue with Twitter's "trending" algorithm https://t.co/jgz7BXLnb3

2022-08-15 15:01:21 @aaronclauset @CUBoulder @CUEngineering @BioFrontiers Congrats!!

2022-08-14 21:02:09 Lol https://t.co/ojFgJM9NuE

2022-08-12 15:49:48 Thinking about this made me painfully aware of how much of my writing time I actively spend *not writing* -- that is, doing things only for the purpose of avoiding writing.

2022-08-12 15:48:36 My favorite advice on how to write: "Don't not write."

2022-08-10 15:43:02 @spiantado @Zergylord @FelixHill84 @KarlKraatz @DeepMind If one's understanding of an abstract concept like "justice" consists of a simulation of a situation (or regenerated memory), would you consider that concept to have a "referent"?

2022-08-10 14:54:48 @Zergylord @FelixHill84 @KarlKraatz @spiantado @DeepMind While @spiantado and @FelixHill84 say there are "many terms that are meaningful to us but have no discernible referent at all, such as abstract words like 'justice' and 'wit'", Barsalou's view: these indeed have referents via situation-based simulations. Seems compelling to me.

2022-08-10 14:52:36 @Zergylord @FelixHill84 @KarlKraatz @spiantado @DeepMind Can picture theory of meaning (reference) refer not just to pictures but to entire mental simulations (a la Barsalou)? In his view, abstract concepts like "justice" or "wit" would be represented via mental simulations grounded in experience/situations.

2022-08-10 14:43:41 SFI's Postdoctoral Fellowships offer early-career scientists unparalleled intellectual freedom to pursue insights about complex systems that matter most for science and society. Apply now at https://t.co/l0fLuhOqHjAlso, fantastic views from our campus on a hill!(Pls RT) https://t.co/0TZbyyJkCo

2022-08-09 20:18:44 @jacspringer https://t.co/fBYPcwQe53

2022-08-08 22:16:35 Interesting profile of "Effective Altruism" movement, and why many of its followers became obsessed with "superintelligence" and "AI alignment". https://t.co/sU4kGiqqXm

2022-08-02 16:36:11 RT @SebastienBubeck: If you want to learn about adversarial examples and the current community consensus (or lack thereof) on its importanc…

2022-08-02 14:56:32 @gualtieropicc @PessoaBrain Thanks for the pointer!

2022-08-02 13:08:18 Yup, relationships are hard.Even for DALL-E 2. https://t.co/wVeBC8zTzw

2022-08-01 21:23:53 @fchollet Indeed, their arguments were not sound. But they sure generated a lot of discussion! I'm just wondering if anyone has come up with any new arguments, or if everyone now believes it's possible in principle.

2022-08-01 21:13:05 Tweeps: an AI / philosophy question: Several people (e.g., Searle, Penrose) have argued that machine intelligence is not just hard but impossible *in principle*. Has anyone made an (interesting) argument for that position more recently (e.g., in last 5 years)?

2022-08-01 17:25:00 If you're looking for a postdoc position, there is no better one than this one at @sfiscience: https://t.co/4KXWsB6a6fInterdisciplinary scientists in any field (including those in AI / ML / Cogsci) are encouraged to apply! Applications due October 14, 2020. https://t.co/QbJPGZBcKg

2022-07-31 15:27:22 @pomeranian99 Good essay. See also https://t.co/uFwFPOkmig

2022-07-27 14:56:45 @roydanroy @Abebab "cymbal-ic" AI

2022-07-25 22:16:19 @MaxBoot Excellent article. But what can ordinary folks do with the "wake up, people" message? We're already awake, but feel powerless.

2022-07-25 21:54:43 @seanmcarroll @juniperlov @C4COMPUTATION @mikha_ehl @aaronclauset @danieldennett

2022-07-25 21:54:42 StuBot, Digi-Dan -- what'll be the next SFI faculty bot?Maybe "Geoffrey West-world"? https://t.co/sRpjL28QuY

2022-07-25 03:38:07 "OpenAI's DALL-E 2 helps kids bring their world-changing ideas to life". For example https://t.co/9JRaB3Ssb1

2022-07-24 18:47:29 @mims Unexpected ending: Brin "is currently writing a physics textbook."

2022-07-24 14:50:24 If true, this is astounding and profoundly distressing: https://t.co/MVgblA2HYv

2022-07-22 16:13:19 Today, 10am PDT (1pm EDT) https://t.co/QMOIu0E4Xm

2022-07-22 15:57:47 RT @anilananth: Today, 10AM PT: Adversarial examples in deep learning? What are their dangers? Are they useful in making sense of deep neur…

2022-07-20 18:38:38 @DigPhysics See https://t.co/8zyFdvXP6N

2022-07-18 23:19:53 @rgblong That project was completely different from my dissertation topic, so it felt a bit like cheating to work on it. But it was also refreshing (when my actual dissertation work was hopelessly bogged down.)

2022-07-18 23:16:36 @rgblong It was also the start of a long and productive collaboration.

2022-07-18 23:16:19 @rgblong Forrest, S. and Mitchell, M. (1993). What makes a problem hard for a genetic algorithm? Some anomalousresults and their explanation. Machine Learning, 13, 285-319.It was really fun to work on this paper with Stephanie, with minimal input from any of our professors!

2022-07-18 23:14:44 @rgblong During graduate school, my fellow grad student and good friend Stephanie Forrest worked on a project together trying to explain surprising results from another student's dissertation. We ended up publishing the paper in Machine Learning.

2022-07-18 00:32:28 RT @MelMitchell1: @TMHolding Recommended: The Alignment Problem by @brianchristian

2022-07-18 00:30:57 @TMHolding Recommended: The Alignment Problem by @brianchristian

2022-07-18 00:28:34 RT @TMHolding: I don't read many books cover-to-cover but @MelMitchell1's Artificial Intelligence: A guide for Thinking Humans was great! E…

2022-07-18 00:12:24 @TMHolding I'm so happy to hear that you enjoyed it!

2022-07-17 15:29:05 @zacharylipton 18 months to AI Pioneer but at least 24 months to AI Godfather.

2022-07-15 21:32:41 @chriswolfvision I think she's saying LaMDA is more like the Berkeley library than it is like an intelligent agent that lives in and interacts with the world. It's hard to find the right metaphors / ways to think about these models, and I found this way interesting and maybe useful.

2022-07-15 21:14:28 Interesting take by @AlisonGopnik : Large language models are "cultural technologies" -- they are not themselves intelligent agents, but, like Wikipedia and libraries, they are technologies that allow humans to access the intelligence of other humans. https://t.co/92hswMk1D6

2022-07-15 19:15:18 @FelixHill84 @pmddomingos This reminds me of an interaction in grad school:Student: I know you generally don't like Beethoven, but is there any piece of his that you enjoy?Doug Hofstadter: I'll take the fifth.

2022-07-15 19:10:55 @FelixHill84 @pmddomingos Good answer.

2022-07-15 19:07:50 @FelixHill84 @pmddomingos I also think this is fair. But it begs the following question: Mozart: Bach :: Beatles :: ?

2022-07-13 20:35:42 Modern AI is alchemy https://t.co/kcUIGfvQWe

2022-07-13 17:08:00 I found this critique of Harari very interesting but depressing. It seems that being careful about the truth and limitations of the science you are communicating is often not an optimal path to bestselling books.https://t.co/6814wIoHpL

2022-07-12 16:26:57 Related articles by @blaiseaguera: https://t.co/9VnIwIAXZYhttps://t.co/j23k3VGHglRelated articles by me: https://t.co/IwkbWxtqZOhttps://t.co/uFwFPOBXGQ

2022-07-12 15:08:57 This Thursday, in person and on livestream: "How Close Are We to AI?" (And what does it all mean?) https://t.co/yY1wenaDtk

2022-07-12 15:06:31 The great @NaomiOreskes and @ErikMConway take on the myth of the "free market"! https://t.co/zZDig8gy4A

2022-07-09 19:12:06 Dear fellow Monetizable Daily Active Users (yes, that's you!),This is a very fun and informative article about the Musk / Twitter situation. Recommended!https://t.co/wuX1HIMceZ

2022-07-07 14:44:47 Upcoming talk on Zoom: https://t.co/6zALQKnSr6

2022-07-05 18:41:47 @protienking @raphaelmilliere "Though analogy is often misleading, it is the least misleading thing we have."– Samuel Butler

2022-07-05 16:51:02 @raphaelmilliere Yes, I agree, it is clearly not just mimicry. We definitely need a good metaphor to help people (and ourselves) understand what these models are and what they can/cannot do.

2022-07-05 16:19:30 Excellent, thoughtful analysis on what large pre-trained models are and what they can do from @raphaelmilliere.I agree that "stochastic parrots" is not the right metaphor -- he proposes "stochastic chameleons". Still not quite right, but closer. https://t.co/P1aXUktzSn

2022-07-05 16:04:12 Good thread on NeuroAI citations. https://t.co/NpVfpUGMlo

2022-07-01 14:48:43 @AjdDavison @ankurhandos I'm very happy to hear that you enjoyed it!

2022-06-30 18:00:22 If you live in the US and this worries you -- call your representatives and ask them to act --- first steps are to get rid of filibuster and expand Supreme Court. https://t.co/XD3Li56Qqx

2022-06-30 16:36:17 The discussion will also be livestreamed.

2022-06-30 16:33:19 Seattle folks: Town Hall Seattle @THSEAdiscussion / debate with @blaiseagueraand me has been rescheduled for Thursday, July 14, 7:30pm. Topic: "How Close Are We To AI?"It will be https://t.co/yY1wenaDtk

2022-06-29 17:32:08 @_KarenHao @MilesKruppa Is there a non-paywalled version?

2022-06-29 15:50:24 This paper will be published in the proceedings of the AI Evaluation Beyond Metrics workshop (at IJCAI-ECAI 2022): https://t.co/8DjQ6aK5be.Thanks to my co-author Victor Odouard, who is a recent graduate of Cornell and a current intern at SFI. Thanks also to @NSF for support!

2022-06-29 15:50:23 We then did something similar for the ARC (Abstraction and Reasoning Corpus) dataset of @fchollet.

2022-06-29 15:50:22 We tested two of the best (previously published) RAVEN solvers on our variations to see if they did as well on our concept variations as predicted by their accuracy on the overall dataset.

2022-06-29 15:50:21 https://t.co/dPyP0AjtAg

2022-06-29 15:50:20 https://t.co/SqmS4vGijn

2022-06-29 15:50:19 In this paper we created concept variations in the form of RAVEN-like problems on two concepts: "sameness" and "progression". These concepts appeared in the RAVEN dataset, but we created new variations. https://t.co/x9cnWAnOLQ

2022-06-29 15:50:18 We propose that a better evaluation is one that is *concept-based* -- that is, identify the underlying concepts, and probe the system with variations on these concepts, to see how well the concepts are actually understood.

2022-06-29 15:50:17 RAVEN has many tens of thousands of training and test examples. If an AI system (e.g., DNN) does well on this dataset, does it really *understand* abstract concepts like "progression" (e.g., in number of sides, as in the above example).

2022-06-29 15:50:16 Below is a sample problem from the RAVEN dataset (which is procedurally generated). On the left is a matrix of 8 shapes with different attributes. The objective is to choose the candidate answer (on the right) that best fits the 9th matrix element. Here the answer is 6. https://t.co/wNDgiONMkL

2022-06-29 15:50:15 New preprint from me and Victor Odouard (SFI intern): "Evaluating Understanding on Conceptual Abstraction Benchmarks"https://t.co/7f6S2m6ghAbelow.

2022-06-28 17:25:16 @mpshanahan And excerpt from Newell's 1982 paper "Intellectual Issues in the History of Artificial Intelligence", where he talks about what separates "artificial intelligence" from "other approaches to machine intelligence" https://t.co/i4hwglG2gu

2022-06-28 17:23:57 @mpshanahan The definition of AI as a field (and its proper area of study) was fluid, of course. But early pioneers made it clear in their papers that "artificial intelligence" was separate from the study of NNs. E.g., telling footnote from Minsky's 1961 paper "Steps Toward AI": https://t.co/FBXA82R43j

2022-06-28 16:33:33 @EthanJPerez @hardmaru @GaryMarcus @douwekiela @kchonyc Interesting, thanks!

2022-06-28 15:42:14 @deliprao @hardmaru @EthanJPerez @GaryMarcus What paper is this from?

2022-06-28 15:33:48 @hardmaru @EthanJPerez @GaryMarcus I wonder if prompt-sensitivity might be a good "Turing Test" for LLMs vs. humans, even very large LLMs.

2022-06-28 15:27:18 @hardmaru @EthanJPerez @GaryMarcus LLMs like GPT-3 are very "prompt-sensitive" -- i.e., their performance depends sensitively on details of prompt. Is there any evidence that scaling (or inverse scaling) makes LLMs less or more prompt sensitive? Also, any measures of "prompt sensitivity"?

2022-06-27 22:59:52 @RonJeffries I'm very happy to hear that you enjoyed it!

2022-06-27 19:15:19 RT @tdverstynen: @MelMitchell1 @Abebab This sort of thing always makes me think of this classic study.https://t.co/ytDVbIIXjx

2022-06-27 19:05:21 @Abebab I read the whole paper

2022-06-27 18:55:29 At that time, non-symbolic advocates started derisively referred to the original definition of AI as "GOFAI". Now the meaning of the term AI has gone 180 degrees --- nowadays it is almost synonymous with NNs.

2022-06-27 18:55:28 Interesting thread abt coverage of NNs in AI textbooks over the years. But important to point out that "Artificial Intelligence" was explicitly named and defined (by McCarthy. Minsky et al.) to refer to "heuristic programming" which by design did not include NNs. https://t.co/PXz3Gz1WgT

2022-06-24 14:44:30 Like many others horrified by SCOTUS decisions, I'm tempted to scream out my anguish here on Twitter. But better to do something concrete, like support organizations that promote voting, like @votesaveamerica, @fairfightaction, and @swingleft . I will be doing that today.

2022-06-24 02:23:56 RT @SimonsInstitute: CORRECTION: This event doesn't take place this week, but in a month!Adversarial Examples in Deep LearningTheoretica…

2022-06-24 00:17:48 RT @mmitchell_ai: Appreciate this piece. Covers a lot of ground wrt what's happened in AI over past few weeks &

2022-06-23 16:39:39 Looking forward to reading this book in its entirety! I read a few chapters in draft form, which were fascinating. https://t.co/aWPuTRRPtf

2022-06-22 20:34:11 @SimonsInstitute @anilananth @SebastienBubeck Friday July 22 (not *this* Friday )

2022-06-22 00:36:08 @mark_riedl That's exactly how these tools will be used by designers in the future. AI assistance, not AI autonomy.

2022-06-21 14:53:31 RT @bendee983: The "sentience" discussion is entertaining, but here are three important things large language models need as they enter rea…

2022-06-20 14:55:07 @LeilaKincaid @ZeeshanAleem it is simply using its weight values to compute probabilities over what word to output next. Once the conversation is over, It doesn't have any memory that carries over to the next conversation.

2022-06-20 14:54:49 @LeilaKincaid @ZeeshanAleem What I meant is that during its training, LaMDA memorizes (by setting weight values) much of its training data (human-created sentences). But when a person is "conversing" with it, it is no longer learning (or memorizing anything)....

2022-06-19 23:25:32 @mmitchell_ai Sad. Peer review isn't perfect but it's still essential for science. So is replication. Much of AI "research" these days eschews these key elements.

2022-06-19 19:48:52 One more note on the statement that "PaLM can perform reasoning". Indeed, it is better on some reasoning benchmarks than previous large language models, but the figure below from Google's paper on PaLM shows that it is still not very good at reasoning.... @StephenMarche https://t.co/SshhPW5o5w

2022-06-19 17:43:08 @TeemoDoScience That doesn't mean that the term is meaningless, or that anything could be called "sentient". I think the term has enough agreed-upon meaning that we can say programs like LaMDA are not sentient.

2022-06-19 17:41:48 @TeemoDoScience There is definitely no agreed-upon definition.

2022-06-19 16:50:01 I liked the skepticism of the Atlantic article vis a vis "sentience" but I wish the author had talked to AI experts outside of Google before reporting unqualified grandiose claims about PaLM. /end

2022-06-19 16:50:00 I worry about claims such as "PaLM can reason. Or, to be more precise—and precision very much matters here—PaLM can perform reason." Many researchers have shown limitations of "reasoning" in GPT-3, which is accessible to the public. /7

2022-06-19 16:49:59 that the tasks can be done reliably, with generality, (and maybe at level of humans)---not really accurate. Readers should be given a clearer picture of the abilities and limitations of such models, and the benchmarks they are tested on. /5

2022-06-19 16:49:58 This is an interesting article on Google's PaLM model. The author reports on his discussions with Google researchers. But I think he reports too credulously on what they say. /2

2022-06-19 16:49:57 I have a few comments on an article that appeared in today's Atlantic magazine, written by @StephenMarche: https://t.co/M9sMWdgHfD /1

2022-06-19 15:57:44 Fantastic memoir by his son, George Dyson.

2022-06-19 15:55:44 Freeman Dyson, as a young child during naptime https://t.co/Qh4mXqHazc(h/t @edyson) https://t.co/WxipR4sxUE

2022-06-17 16:38:13 RT @mmitchell_ai: New piece from @timnitGebru and me, with editing help from @katzish Thanks to WaPo for the opportunity! https://t.co/0p

2022-06-17 16:34:47 If you can stand one more take on the sentient AI story.... from my chat with MSNBC writer @ZeeshanAleem. https://t.co/qjnyGMWMqI

2022-06-16 16:10:53 @CoralieLemke Hello, can you send your questions to me by email (mm@santafe.edu)?

2022-06-15 19:58:03 @etzioni @geekwire Congrats on building this important institute -- Can't wait to see what you do next!

2022-06-15 19:49:51 I enjoyed reading this thoughtful article by @StephenMarche:https://t.co/A25quByC5G

2022-06-15 02:17:46 @emilymbender Same. Let's talk about something (anything) else!

2022-06-14 23:22:14 RT @BTG_ie: "How does modern #AI work

2022-06-14 20:19:22 Great essay by @emilymbender . Looking forward to changing the topic from "sentience" to transparency. https://t.co/mcl8opvD8m

2022-06-13 21:54:54 @jamessseattle @Kdawg5000 @jeffsussna Consciousness is not well-defined, but it is not completely without definition. Many things can be definitively ruled out, if we want the word to mean anything at all.

2022-06-13 21:43:04 RT @philipcball: So is AI now sentient? Ah, if only there was a book to tell us. Oh, wait, look what drops in 10 days...https://t.co/q6KQA

2022-06-13 20:19:53 @philipcball @WiringTheBrain Funny how every news organization in the world is now reporting on *consciousness*. Just in time for your new book. Could that be a coincidence?

2022-06-13 19:59:29 Me talking to CNN about (non) sentient AI https://t.co/vvR0T2rCwO

2022-06-13 19:43:50 @mark_riedl This bit from the article was useful for contextualizing: Lemoine was "ordained as a mystic Christian priest, and served in the Army before studying the occult...He concluded LaMDA was a person in his capacity as a priest, not a scientist...."

2022-06-13 18:56:24 This is a good take on the whole "sentient AI" thing. https://t.co/7g3FOpq87V

2022-06-12 21:34:29 @ChrSzegedy LMs don't have *experiences*, in any meaningful use of the term.

2022-06-12 21:30:26 Both still true. Hearing #2 is Monday at 10am Eastern time. https://t.co/lgaWCzHl3d

2022-06-11 15:06:16 "Lemoine worked ... to present evidence to Google that LaMDA was sentient...Google vice president Blaise Aguera y Arcas...looked into his claims and dismissed them." Dear Google, how do you "look into claims" that an AI system is sentient? Just asking for the entire field :-) https://t.co/Iv7hODNK63

2022-06-11 14:24:45 See https://t.co/0j3UFe26GA

2022-06-11 14:21:53 Such a strange article. It's been known for *forever* that humans are predisposed to anthropomorphize even with only the shallowest of signals (cf. ELIZA). Google engineers are human too, and not immune. https://t.co/dECTixuSmq

2022-06-11 00:53:53 Finally got it! https://t.co/TsRJ99VlOA

2022-06-11 00:51:38 Um.... https://t.co/SmXMAQNVHo

2022-06-10 23:21:26 Let's think step by step. https://t.co/H8IpXW25Mi

2022-06-10 23:06:00 Playing with reasoning questions in GPT-3. I found out it gets confused about dates in February, just like the rest of us. https://t.co/C0jOmqdSjD

2022-06-10 21:34:04 @GaryMarcus I got stuck at "its brain"

2022-06-10 20:49:21 @dileeplearning @neuroecology @GaryMarcus @slatestarcodex @ErnestSDavis @rogerkmoore "A concept is a package of analogies."-- Douglas Hofstadter

2022-06-10 20:48:10 @dileeplearning @neuroecology @GaryMarcus @slatestarcodex @ErnestSDavis @rogerkmoore "A concept is a competence or disposition for generating infinite conceptualizations of a category." -- Lawrence Barsalou

2022-06-10 17:06:43 @livcomp Two personal heroes!

2022-06-09 23:01:50 @charleswangb @C4COMPUTATION @sfiscience

2022-06-09 22:28:30 @C4COMPUTATION @sfiscience !!!!

2022-06-09 22:02:25 AI twitter is more exhausting than usual these days. Gonna watch the January 6 hearings to relax.

2022-06-09 12:48:23 @BeebsMemes The term has slipped, so now it is common to say things like "untrained model", "pretrained model" and similar.

2022-06-09 12:40:07 @mmitchell_ai The Economist magazine thinks "foundation models" = "Foundational AI".(https://t.co/IeeBlutOBS) https://t.co/e0uO0L77Wu

2022-06-08 23:38:55 Of course there is also the question of why we call every AI system a "model". It seems like the word "model" has lost its meaning. https://t.co/AF65JVRmex

2022-06-08 02:58:21 RT @WiringTheBrain: The evolution of meaning – from pragmatic couplings to semantic representations https://t.co/0cHmASfkzr https://t.co/SY

2022-06-06 20:47:54 @zacharylipton @geoffreyhinton He finally figured out what Twitter is good for.

2022-06-06 17:12:46 @ch402 @FelixHill84 Oy, Twitter.

2022-06-06 17:11:29 @FelixHill84 @ch402 https://t.co/F8tDLGh4nw

2022-06-06 17:10:50 @TacoCohen @FelixHill84 @ch402

2022-06-06 17:10:24 @FelixHill84 @ch402 https://t.co/24PXhpMyrU

2022-06-06 17:09:08 @FelixHill84 @ch402 Sorry -- I guess there were more replies to Chris's thread than I saw.

2022-06-06 16:11:29 @FelixHill84 No misrepresentation, no polarization, just scientific discussion. @ch402

2022-06-06 16:11:15 @FelixHill84 Indeed, I wrote a whole book about analogies between fields in which simple processes generate complexity. It's important to be clear in each case what aspects of the process are actually responsible for generating the complexity we observe.

2022-06-06 16:07:03 @FelixHill84 pointing out the differences between evolution as a "simple" process to generate complexity and GD as such a process. No views were misrepresented.

2022-06-06 16:06:18 @FelixHill84 I feel subtweeted here. Actually, Chris Olah said explicitly "I'm trying to make a rough analogy to evolution because I'm interested in what it means to have a field centered around a simple process that generates complexity."I totally get that. I was just ....

2022-06-06 15:23:24 @IntuitMachine "Taking heat" = presenting an idea for discussion, and people discussing?

2022-06-06 02:56:41 @criticalneuro @blamlab I will ask him! Will DM you about hosting.

2022-06-05 21:52:18 @santoroAI @ch402 https://t.co/KbMlVw62Hj

2022-06-05 21:51:33 @santoroAI @ch402 https://t.co/kbFhpbkkAI

2022-06-05 21:49:22 @santoroAI @ch402 Here is some old work one of my students did on random weights in the HMAX model: https://t.co/R8JZVMM5gg

2022-06-05 21:49:13 @santoroAI @ch402 A few examples: Work on Reservoir Computing with random weightsLottery HypothesisThis paper by Uber AI Labs shows how surprisingly well random search does for NN weights: https://t.co/Ho5WfxAImK

2022-06-05 21:48:35 @santoroAI @ch402 Of course GD is typically better than random, but there is a lot of interesting work on how surprisingly powerful random weights / random search can be.

2022-06-05 21:01:13 Great interview with the amazing Vijay Balasubramanian, who is studying the foundations of space in the universe and the foundations of spatial cognition in neuroscience!(@criticalneuro @blamlab -- have him on the Learning Salon sometime?)https://t.co/XBPDhvCO70

2022-06-05 20:30:12 @ch402 I agree---the work on RL + self-play (going back to Arthur Samuel!) is the best ML/evolutionary analogy.Yes, probably topology is overrated. But GD might be also. Random weights and random search can have surprisingly good performance!

2022-06-05 19:17:53 Also, GD has human-created gradient (i.e., loss function). Evolution doesn't have that (or any knowledge of gradient at all).

2022-06-05 19:00:16 It seems the mind-boggling structure and behavior of DNNs is not from GD alone but also requires substantial input from humans in form of massive human-created data, NN topology, &

2022-06-05 18:57:08 I like this analogy, but seems incomplete. Evolution continually builds up complexity, by creating hierarchy, modularity, complex genotype/phenotype mappings via development, etc. Open-ended creation of complexity is the real power of evolution. What corresponds to that in GD? https://t.co/Do0yJ7VpGc

2022-06-02 13:03:45 @DylanRobertCope I'm so happy to hear you enjoyed it!

2022-06-01 16:26:35 RT @ComplexExplorer: Join us for Intro to Agent-Based Modeling beginning on June 7! Watch the welcome video below to learn more about the…

2022-06-01 00:18:04 @IgorBrigadir @GaryMarcus @elonmusk Yes, https://t.co/60hTI7KvRE

2022-05-31 15:55:08 @umeshpersad Unfortunately no, but here is a related talk I gave: https://t.co/rLagEjrabD

2022-05-30 20:28:47 Kurzweil &

2022-05-30 20:20:14 @GaryMarcus https://t.co/60hTI7sV06

2022-05-30 17:15:53 Okay, who's going to do DALL-E 2 version: "Queen Elizabeth projected onto Stonehenge" ? https://t.co/kQNURy9f2f

2022-05-30 17:09:29 Even creepier is the fact that Stonehenge has a Twitter account. https://t.co/AhM8d44hh6

2022-05-30 02:13:29 Fascinating read: @rodneyabrooks' adventures in taking Cruise self-driving taxis in SF: https://t.co/Fk7RZ6dNRv

2022-05-29 14:10:43 @TalKachman Wow, thanks for the kind words!

2022-05-27 17:29:37 Excellent thread. https://t.co/212lWUNGGq

2022-05-27 16:00:05 @raphaelmilliere Of course all VCs are male!

2022-05-26 02:55:11 RT @AMarch4OurLives: Together, we rose up 4 years ago. 1 million of us demanded change. We built a movement. We voted for new leaders.And…

2022-05-21 20:54:53 @dshoskes @UnitedAirlines See also: https://t.co/y46Xtv2pod

2022-05-21 20:51:14 Received today: New book on an essential topic for AI. Thanks Hector Levesque and @ronbrachman ! https://t.co/UAoF1QSqwX

2022-05-21 14:23:17 @mlittmancs Excellent choice by @nsf!!!

2022-05-20 08:11:00 CAFIAC FIX

2022-10-28 15:26:53 @TiernanRayTech @ylecun @GaryMarcus Lots of people care, of course -- many went into the field precisely to work on those big questions.

2022-10-28 15:02:25 @TiernanRayTech @ylecun @GaryMarcus https://t.co/G9xQyQdaOp

2022-10-27 00:25:24 @TheWill Hope you get better soon!

2022-10-26 17:34:00 Back in April, SFI hosted a fantastic workshop on "Embodied, Situated, and Grounded Intelligence". We wrote a report about it: https://t.co/mB6aHJUUH1Also, all talk videos are here: https://t.co/eB12lkU4Od https://t.co/mB6aHJUUH1

2022-10-26 14:08:48 @C4COMPUTATION @NadineSpychala @jlizier @RomainBrette @GaelVaroquaux @KordingLab Ditto!!

2022-10-26 14:05:25 New: A perspective piece by myself and David Krakauer about large language models and "understanding". https://t.co/G9xQyQdaOp

2022-10-26 14:03:01 @KordingLab @jlizier @RomainBrette @GaelVaroquaux @C4COMPUTATION I don't think AI is hitting a wall. My talk was about the many reasons I think people are over-optimistic about near-term human-level AI, and about some core aspects of human intelligence that are still missing in AI.

2022-10-25 15:57:41 @tyrell_turing @NSERC_CRSNG Great to see this -- congratulations!

2022-10-24 16:03:04 RT @bendee983: My review of "The Book of Minds" by @philipcball.Ball gives you a framework for looking past your instinctive tendency to d…

2022-10-24 15:50:55 @tdietterich @tinaeliassi @davecliff @arxiv Any advice for figuring out what the holdup is?

2022-10-24 15:06:38 @ankurhandos @arxiv Frustrating.

2022-10-24 15:01:45 @svscarpino @arxiv Thanks! I think I messed up by forgetting to choose a primary category (CS) and instead just choosing crosslists (AI/ML). Now they won't let me update it....sigh.

2022-10-24 14:53:19 @ankurhandos @arxiv Yup, I got the same reply.

2022-10-24 14:49:03 I submitted a new preprint to @arxiv 10 days ago --- it is still "on hold". No information except "Your submission was identified by arXiv staff or moderators as needing further attention." Anyone else have this experience? Can anything be done to find out what hold-up is?

2022-10-22 19:18:35 I'll also be doing a book signing after the panel -- come by and talk about complexity and/or AI!https://t.co/W0duysckWB https://t.co/ON0sZrp9pj

2022-10-22 19:17:09 If you're in Santa Fe and interested in intelligence (biological or artificial), come by SITE Santa Fe to hear our panel discussion: https://t.co/8cxjM4rnsRIf not in Santa Fe, follow on the YouTube livestream: https://t.co/aMfdexZRBehttps://t.co/8cxjM4rnsR

2022-10-22 18:08:06 Very sad. Chuck was a regular visitor to @sfiscience for many years and I was fortunate to get to know him. He was brilliant and interested in everything. I learned a lot from him and will miss him very much. https://t.co/RkfvzudNqe

2022-10-21 18:32:45 @cigitalgem Indeed!

2022-10-28 15:26:53 @TiernanRayTech @ylecun @GaryMarcus Lots of people care, of course -- many went into the field precisely to work on those big questions.

2022-10-28 15:02:25 @TiernanRayTech @ylecun @GaryMarcus https://t.co/G9xQyQdaOp

2022-10-27 00:25:24 @TheWill Hope you get better soon!

2022-10-26 17:34:00 Back in April, SFI hosted a fantastic workshop on "Embodied, Situated, and Grounded Intelligence". We wrote a report about it: https://t.co/mB6aHJUUH1Also, all talk videos are here: https://t.co/eB12lkU4Od https://t.co/mB6aHJUUH1

2022-10-26 14:08:48 @C4COMPUTATION @NadineSpychala @jlizier @RomainBrette @GaelVaroquaux @KordingLab Ditto!!

2022-10-26 14:05:25 New: A perspective piece by myself and David Krakauer about large language models and "understanding". https://t.co/G9xQyQdaOp

2022-10-26 14:03:01 @KordingLab @jlizier @RomainBrette @GaelVaroquaux @C4COMPUTATION I don't think AI is hitting a wall. My talk was about the many reasons I think people are over-optimistic about near-term human-level AI, and about some core aspects of human intelligence that are still missing in AI.

2022-10-25 15:57:41 @tyrell_turing @NSERC_CRSNG Great to see this -- congratulations!

2022-10-24 16:03:04 RT @bendee983: My review of "The Book of Minds" by @philipcball.Ball gives you a framework for looking past your instinctive tendency to d…

2022-10-24 15:50:55 @tdietterich @tinaeliassi @davecliff @arxiv Any advice for figuring out what the holdup is?

2022-10-24 15:06:38 @ankurhandos @arxiv Frustrating.

2022-10-24 15:01:45 @svscarpino @arxiv Thanks! I think I messed up by forgetting to choose a primary category (CS) and instead just choosing crosslists (AI/ML). Now they won't let me update it....sigh.

2022-10-24 14:53:19 @ankurhandos @arxiv Yup, I got the same reply.

2022-10-24 14:49:03 I submitted a new preprint to @arxiv 10 days ago --- it is still "on hold". No information except "Your submission was identified by arXiv staff or moderators as needing further attention." Anyone else have this experience? Can anything be done to find out what hold-up is?

2022-10-22 19:18:35 I'll also be doing a book signing after the panel -- come by and talk about complexity and/or AI!https://t.co/W0duysckWB https://t.co/ON0sZrp9pj

2022-10-22 19:17:09 If you're in Santa Fe and interested in intelligence (biological or artificial), come by SITE Santa Fe to hear our panel discussion: https://t.co/8cxjM4rnsRIf not in Santa Fe, follow on the YouTube livestream: https://t.co/aMfdexZRBehttps://t.co/8cxjM4rnsR

2022-10-22 18:08:06 Very sad. Chuck was a regular visitor to @sfiscience for many years and I was fortunate to get to know him. He was brilliant and interested in everything. I learned a lot from him and will miss him very much. https://t.co/RkfvzudNqe

2022-10-21 18:32:45 @cigitalgem Indeed!

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-24 16:57:24 I'm excited to participate in this workshop! https://t.co/93lznCMh5P

2022-11-23 17:20:54 RT @davidbkinney: The next run of @faha_sfi, a free, @NEH_ODH-funded online course in core digital humanities techniques, begins January 17…

2022-11-23 15:40:04 Undergrads!!! This is a wonderful research internship opportunity. https://t.co/zvsbldhbrn

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-25 22:26:54 RT @arthur_spirling: “long-termism” means commenting your code.

2022-11-24 16:57:24 I'm excited to participate in this workshop! https://t.co/93lznCMh5P

2022-11-23 17:20:54 RT @davidbkinney: The next run of @faha_sfi, a free, @NEH_ODH-funded online course in core digital humanities techniques, begins January 17…

2022-11-23 15:40:04 Undergrads!!! This is a wonderful research internship opportunity. https://t.co/zvsbldhbrn

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-28 18:39:32 Kudos to @Northeastern, for choosing Sam to lead this initiative! https://t.co/vYRdWWoCMX

2022-11-28 18:36:09 @svscarpino @Northeastern @usamaf @Experiential_AI Congrats! Very exciting initiative!

2022-11-28 15:15:22 @BitchbotDE I'm not sure, but you can email education@santafe.edu with questions.

2022-11-28 00:47:29 @sfiscience @shreyunsh Email education@santafe.edu with any questions.

2022-11-27 19:53:08 PhD Students from any field --- are you interested in understanding the nature of intelligence across disciplines? Apply to join us this summer in Cambridge UK for the SFI's two-week international summer school on *Intelligence &

2022-11-25 22:26:54 RT @arthur_spirling: “long-termism” means commenting your code.

2022-11-24 16:57:24 I'm excited to participate in this workshop! https://t.co/93lznCMh5P

2022-11-23 17:20:54 RT @davidbkinney: The next run of @faha_sfi, a free, @NEH_ODH-funded online course in core digital humanities techniques, begins January 17…

2022-11-23 15:40:04 Undergrads!!! This is a wonderful research internship opportunity. https://t.co/zvsbldhbrn

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-11-29 02:55:42 @hardmaru Could happen, if this gets funded: https://t.co/I4gnIUv2yz

2022-11-28 18:39:32 Kudos to @Northeastern, for choosing Sam to lead this initiative! https://t.co/vYRdWWoCMX

2022-11-28 18:36:09 @svscarpino @Northeastern @usamaf @Experiential_AI Congrats! Very exciting initiative!

2022-11-28 15:15:22 @BitchbotDE I'm not sure, but you can email education@santafe.edu with questions.

2022-11-28 00:47:29 @sfiscience @shreyunsh Email education@santafe.edu with any questions.

2022-11-27 19:53:08 PhD Students from any field --- are you interested in understanding the nature of intelligence across disciplines? Apply to join us this summer in Cambridge UK for the SFI's two-week international summer school on *Intelligence &

2022-11-25 22:26:54 RT @arthur_spirling: “long-termism” means commenting your code.

2022-11-24 16:57:24 I'm excited to participate in this workshop! https://t.co/93lznCMh5P

2022-11-23 17:20:54 RT @davidbkinney: The next run of @faha_sfi, a free, @NEH_ODH-funded online course in core digital humanities techniques, begins January 17…

2022-11-23 15:40:04 Undergrads!!! This is a wonderful research internship opportunity. https://t.co/zvsbldhbrn

2022-11-16 23:40:15 @yoavgo Darn!

2022-11-16 23:37:06 Science FTW https://t.co/hFxiU7NvHK

2022-11-16 21:46:25 @amahabal Fortunately comedy is now legal on Twitter.

2022-11-16 21:34:37 @amahabal @GaryMarcus @ylecun @MetaAI @paperswithcode TBH that doesn't sound too far off from some human-written "consciousness studies" papers. No coincidence, I guess...

2022-11-16 20:58:54 Feeling like my job as a scientist is still secure. https://t.co/3ezAkgDcGQ

2022-12-07 17:15:12 @rgblong Did ChatGPT write that? (JK)

2022-12-07 16:50:14 @mkapor I'm still betting on you winning, given the sophisticated judges and requirement for two-hour interviews.

2022-12-07 16:23:28 Note that judges will not be random people but will be experts picked by the committee. Also, the interviews will be *two hours* each! By 2029 will there be an AI system that can fool human experts over the course of two hours? I'm not saying impossible, just seems very hard.

2022-12-07 16:08:57 What do you think?

2022-12-07 16:08:56 Given furor over ChatGPT, time to remind people about the #longbet between @mkapor and Kurzweil: “By 2029 no computer or "machine intelligence"will have passed Turing Test.” Before voting in poll (next tweet), see strict terms for the debate: https://t.co/7dXzwCa82O #chatgpt

2022-12-07 17:15:12 @rgblong Did ChatGPT write that? (JK)

2022-12-07 16:50:14 @mkapor I'm still betting on you winning, given the sophisticated judges and requirement for two-hour interviews.

2022-12-07 16:23:28 Note that judges will not be random people but will be experts picked by the committee. Also, the interviews will be *two hours* each! By 2029 will there be an AI system that can fool human experts over the course of two hours? I'm not saying impossible, just seems very hard.

2022-12-07 16:08:57 What do you think?

2022-12-07 16:08:56 Given furor over ChatGPT, time to remind people about the #longbet between @mkapor and Kurzweil: “By 2029 no computer or "machine intelligence"will have passed Turing Test.” Before voting in poll (next tweet), see strict terms for the debate: https://t.co/7dXzwCa82O #chatgpt

2022-12-08 22:19:51 @PWGTennant @random_walker Maybe I forgot to tweet that day.

2022-12-08 19:46:57 @random_walker At least it doesn't think you're dead https://t.co/GYse3nLOZg

2022-12-08 19:45:21 .@perplexity_ai, you are not making my day a happy one https://t.co/WnLdqo0MUO https://t.co/XjJaGNhIPd

2022-12-08 16:55:22 RT @daveyalba: New from me: ChatGPT is awe-inspiring tech. It wrote a wonderful poem about my cats! But it's plagued by the same issues of…

2022-12-08 16:09:46 Pretty close vote. Only 7 years to wait for the final result. https://t.co/nL6KCQLX61

2022-12-07 17:15:12 @rgblong Did ChatGPT write that? (JK)

2022-12-07 16:50:14 @mkapor I'm still betting on you winning, given the sophisticated judges and requirement for two-hour interviews.

2022-12-07 16:23:28 Note that judges will not be random people but will be experts picked by the committee. Also, the interviews will be *two hours* each! By 2029 will there be an AI system that can fool human experts over the course of two hours? I'm not saying impossible, just seems very hard.

2022-12-07 16:08:57 What do you think?

2022-12-07 16:08:56 Given furor over ChatGPT, time to remind people about the #longbet between @mkapor and Kurzweil: “By 2029 no computer or "machine intelligence"will have passed Turing Test.” Before voting in poll (next tweet), see strict terms for the debate: https://t.co/7dXzwCa82O #chatgpt

2022-12-09 00:56:08 @fchollet Totally a blast! https://t.co/AJ69b3VN48

2022-12-09 00:17:02 Breaking news for language models used in search engines: Different people have the same name! https://t.co/xVxFfCEABr

2022-12-09 00:12:57 @AravSrinivas @perplexity_ai Disappointing. I don't think this way is going to be very effective.

2022-12-08 23:59:14 @AravSrinivas @perplexity_ai Thanks for looking into it. How are you going to get your system to return more reliable information in the future?

2022-12-08 22:19:51 @PWGTennant @random_walker Maybe I forgot to tweet that day.

2022-12-08 19:46:57 @random_walker At least it doesn't think you're dead https://t.co/GYse3nLOZg

2022-12-08 19:45:21 .@perplexity_ai, you are not making my day a happy one https://t.co/WnLdqo0MUO https://t.co/XjJaGNhIPd

2022-12-08 16:55:22 RT @daveyalba: New from me: ChatGPT is awe-inspiring tech. It wrote a wonderful poem about my cats! But it's plagued by the same issues of…

2022-12-08 16:09:46 Pretty close vote. Only 7 years to wait for the final result. https://t.co/nL6KCQLX61

2022-12-07 17:15:12 @rgblong Did ChatGPT write that? (JK)

2022-12-07 16:50:14 @mkapor I'm still betting on you winning, given the sophisticated judges and requirement for two-hour interviews.

2022-12-07 16:23:28 Note that judges will not be random people but will be experts picked by the committee. Also, the interviews will be *two hours* each! By 2029 will there be an AI system that can fool human experts over the course of two hours? I'm not saying impossible, just seems very hard.

2022-12-07 16:08:57 What do you think?

2022-12-07 16:08:56 Given furor over ChatGPT, time to remind people about the #longbet between @mkapor and Kurzweil: “By 2029 no computer or "machine intelligence"will have passed Turing Test.” Before voting in poll (next tweet), see strict terms for the debate: https://t.co/7dXzwCa82O #chatgpt

2022-12-09 00:56:08 @fchollet Totally a blast! https://t.co/AJ69b3VN48

2022-12-09 00:17:02 Breaking news for language models used in search engines: Different people have the same name! https://t.co/xVxFfCEABr

2022-12-09 00:12:57 @AravSrinivas @perplexity_ai Disappointing. I don't think this way is going to be very effective.

2022-12-08 23:59:14 @AravSrinivas @perplexity_ai Thanks for looking into it. How are you going to get your system to return more reliable information in the future?

2022-12-08 22:19:51 @PWGTennant @random_walker Maybe I forgot to tweet that day.

2022-12-08 19:46:57 @random_walker At least it doesn't think you're dead https://t.co/GYse3nLOZg

2022-12-08 19:45:21 .@perplexity_ai, you are not making my day a happy one https://t.co/WnLdqo0MUO https://t.co/XjJaGNhIPd

2022-12-08 16:55:22 RT @daveyalba: New from me: ChatGPT is awe-inspiring tech. It wrote a wonderful poem about my cats! But it's plagued by the same issues of…

2022-12-08 16:09:46 Pretty close vote. Only 7 years to wait for the final result. https://t.co/nL6KCQLX61

2022-03-19 16:21:17 A colleague asked me to post this ad for faculty positions in machine learning at the Hamburg University of Technology in Germany. For more info, see https://t.co/Hd5FGcGxIC 2022-03-17 23:02:57 @livcomp @zfurnas My vacation philosophy in a nutshell. 2022-03-17 17:54:38 @IrisVanRooij I agree with Iris 100%! 2022-03-17 17:53:07 @tyrell_turing @jeffrey_bowers @bradpwyble @neuralreckoning @LucaAmb @ev_fedorenko Just as one example, following the logic that "critiques without solutions" are not very useful, one might say that work showing adversarial vulnerability of ML models is "not very useful" if it doesn't propose a solution. This would be a very harmful approach. 2022-03-17 17:50:15 @tyrell_turing @jeffrey_bowers @bradpwyble @neuralreckoning @LucaAmb @ev_fedorenko This is a scary proposition and would result in a very impoverished approach to science. The *heart* of science is critique from the community, and well-thought-out critiques "without solutions" are often extremely valuable. 2022-03-16 14:58:39 Cross-empathy loss https://t.co/Fk4GHLlTaw 2022-03-16 14:51:28 "Optimized for empathy" https://t.co/Fk4GHLlTaw 2022-03-15 14:22:12 @boazbaraktcs Yes, I have read this. Very interesting paper. 2022-03-15 00:20:18 @tdietterich As for Minsky, it seems that very early on his main interest was neural networks (though of the McCulloch-Pitts logic variety). Then he got disillusioned by perceptrons and went 100% over to symbols (e.g., his "frames" ideas). 2022-03-15 00:18:05 @tdietterich I think the "functional vision" has evolved as well. E.g., early on, many AI people didn't think "pattern recognition" was a fundamental part of intelligence. 2022-03-14 23:30:30 I recommend this paper for AI folks -- it's a good, thought-provoking snapshot of what people were thinking about during the first 30 years of the field. It also underlined, for me, how much our notions of what intelligence actually is keeps changing. (7/9) 2022-03-14 23:30:29 AI was *explicitly defined* to be the study of intelligence from the point of view of symbolic systems, problem-solving (e.g., game-playing, theorem-proving, puzzle-solving), and performance. (4/9) https://t.co/w1bucMZnhw 2022-03-14 23:30:28 Psychology vs. neurophysiology Serial vs. parallel Two things particularly struck me in this paper: First, in all cases, the term "artificial intelligence" is identified with the focus on the left-hand side of the "vs." (3/9) 2022-03-14 23:30:27 Amidst all the recent Twitter talk on the role of symbols vs. deep learning in AI, I came across a very interesting article by Allen Newell, published in 1982, entitled "Intellectual Issues in the History of Artificial Intelligence". https://t.co/75JrnnjMhV (1/9) 2022-03-14 16:41:09 @Gestalt_409 @carl_then Thank you for this kind review! 2022-03-12 18:25:06 @lourdesgnavarro GoFundMe to support this educator: https://t.co/DXusUgRPwQ 2022-03-12 08:11:00 CAFIAC FIX 2022-01-23 20:24:31 RT @benjaminwittes: Useful https://t.co/BQAmdca0Sd 2022-01-22 20:20:28 However, I would guess that this kind of science will not solve the biggest problems of ML---sample inefficiency, brittleness in generalization, adversarial vulnerability, etc. (8/10) 2022-01-22 20:20:27 Concept and representation formation are what pattern recognition (construed broadly) is all about, and is the hard part of AI (cf. Moravec's paradox). (6/10) 2022-01-22 20:20:26 The problem, TG claims, is that logical reasoning is harder than "pattern recognition". ML (in contrast to AI) has focused on pattern recognition. (3/10) 2022-01-22 20:20:25 I have also written about some reasons for AI Winters (https://t.co/uFwFPOkmig) and have a different perspective from Tom Goldstein (TG). TG hypothesizes AI winters happened because AI tried to go from "zero to Turing Test" by programs that implemented logical reasoning. (2/10) 2022-01-22 20:20:24 I enjoyed this talk by @tomgoldsteincs (and recommend it) -- it starts at about 29:00min at https://t.co/1Y8GWxeEfe I do have a few thoughts (1/10) https://t.co/Qdn0OZmuyz 2022-01-21 18:51:52 I haven't read this paper, but it sounds quite a bit like our Copycat architecture (inspired by earlier "blackboard" architectures): https://t.co/i2eXRAJzNi Looking forward to reading! https://t.co/b6OquGSfE9 2022-01-20 19:16:53 @roydanroy Isn't calling their system "Full Self-Driving" clearly marketing their cars as autonomous, when they actually are not? How is it taking the DMV more than eight months to determine this? https://t.co/B96AgtZcAE 2022-01-20 02:23:00 @therockertester I'm happy to hear you enjoyed it! 2022-01-17 08:11:00 CAFIAC FIX 2022-01-12 22:24:29 @WiringTheBrain @TJRyan_77 @blamlab https://t.co/Kek1Vd0euV 2022-01-12 19:52:04 @alexanderrofail Happy to support the Complexity publishing industry Keep an eye on upcoming offerings from @SFIPress ! 2022-01-11 21:39:33 RT @sfiscience: Tell a friend: We are hiring! Three open positions at SFI right now: • #HR Manager • Computational Modeling for #Peac… 2022-01-11 16:51:08 @WiringTheBrain Sounds right to me. Lakoff & Hofstadter & 2022-01-11 16:45:28 @davidbkinney @WiringTheBrain The link you sent requires a Princeton password :-( can you send title? Also, what's the difference between "philosophical logic" and "logic"? (in less than 280 characters...) 2022-01-11 16:38:39 @WiringTheBrain I'm not so sure about the "formal logic" part, but the importance of "as" is well-taken. 2022-01-11 16:37:52 @WiringTheBrain Ulam (as paraphrased by Rota): https://t.co/3rM7TdXgxu 2022-01-11 08:11:00 CAFIAC FIX 2022-01-02 19:42:12 Rod Brooks' (@rodneyabrooks ) annual predictions scorecard, with his thoughtful discussion about self-driving cars, AI, space travel, etc. Always a good read. https://t.co/p068eqQ8w0 2022-01-02 18:26:31 RT @c_lemp: I just published a new #complexity note on key points and my reflections of Complexity - A Guided Tour by @MelMitchell1. This i… 2022-01-02 18:25:33 @KamalMaheshwar7 Thank you!! 2021-12-31 17:51:50 https://t.co/8aT0HiNwRo 2021-12-31 17:51:40 Big fan of Arlo -- this made me happy. https://t.co/co3u9lM8nU 2021-12-28 15:41:13 Researchers: "AI is the new electricity". Alexa: https://t.co/gPoqEJC1tD 2021-12-27 23:02:10 @mpshanahan Same here! 2021-12-27 18:16:00 @C4COMPUTATION I saw it quoted (without citation) in this book: More Matter: Essays and Criticism By John Updike. I think it is from Wilson's book "Naturalist". 2021-12-27 17:56:35 A striking (if rare) statement of modesty from the brilliant E. O. Wilson: "Knowing where my capabilities lay, I chose the second of the two routes to success in science: breakthroughs for the extremely bright, syntheses for the driven." RIP to a giant of science. 2021-12-27 08:20:00 CAFIAC FIX 2021-12-20 17:20:06 RT @AmitAryaMD: Retweet if you agree that our governments should send a package of rapid tests & 2021-12-20 14:52:36 RT @mpshanahan: A thought provoking and wide ranging take on large language models (LLMs). But I disagree with @blaiseaguera on a number of… 2021-12-20 00:13:29 Interesting perspective (and meta-perspective) from @mmitchell_ai on the "Do large language models understand us?" article https://t.co/ZclnXdOltw 2021-12-20 00:08:37 @emilymbender @mmitchell_ai I'm always amazed that whenever the topic of embodied cognition comes up, critics immediately mention Stephen Hawking as a "counterexample". So wrong for so many reasons. 2021-12-18 01:24:06 Blaise says something very intriguing: ""Unlike a mountain pass, LaMDA also forms models of us. And models of our models of it. If, indeed, it is the right pronoun." 2021-12-18 01:24:05 To me, the Keller quote says exactly the opposite of what Blaise seems to be arguing. 2021-12-18 01:24:04 Blaise gives a beautiful quote from Helen Keller about how she understands color: https://t.co/G16PYCLBpU 2021-12-18 01:24:03 What would it mean for a LLM to have an "experience"? Seems like a category error to me. 2021-12-18 01:24:02 Blaise also appeals to our intuitions in the quote below. But I don't think we have good intuitions about what such a human---one that never had these abilities---could be like. Our intuitions about intelligence---what is possible and what is not---are not very good. https://t.co/bFAxptDLSc 2021-12-18 01:24:01 This makes me think that some cherry-picking was going on here. Indeed, this is the problem with evaluating understanding in language models---we need to figure out better ways to do that than just looking at dialogues like this. 2021-12-18 01:24:00 The second main point is that current-day large language models (LLMs), like Google's LaMDA, *do* understand language. This is exactly what I argued against in my recent Quanta column. 2021-12-18 01:23:59 I read this article by @blaiseaguera with great interest. It would take a while to give a complete response to Blaise's arguments, but here are some of my (stream of consciousness) thoughts. https://t.co/yYkmkStXPz 2021-12-17 20:13:39 @TimKietzmann @tyrell_turing People don't generally say "vision is solved" because vision is not the kind of "problem " that can be "solved". "Is vision solved?" isn't a meaningful question. 2021-12-17 20:10:43 @TimKietzmann @tyrell_turing "About as well as adult humans" implies "as robustly as" to me, and I think also to the broad audience the book is targeting. 2021-12-17 19:27:16 @tyrell_turing @TimKietzmann I believe "solved" here means "is as good as humans". 2021-12-17 19:25:51 @TimKietzmann Question: Who ever said vision is solved? Well....from Chapter 1 of "The Deep Learning Revolution" by Terry Sejnowski: https://t.co/dyCwIPfnOd 2021-12-16 22:53:21 @saqibali_ca From the paper: https://t.co/KSHTaf1LoB 2021-12-16 22:51:39 Can AI systems be robust when they don't actually understand the data they process? Yet another example of the lack of understanding in image classification: https://t.co/esziYWB83P ht @saqibali_ca 2021-12-16 19:49:57 @ThomasFraps Similar experiments have been proposed to measure understanding in AI systems. 2021-12-16 19:49:53 @ThomasFraps Cool idea! This is related to experiments in developmental psychology where babies are shown "possible" and "impossible" scenarios and the researchers measure how long they look at each (i.e., which seems to surprise them more). 2021-12-16 16:54:26 @WiringTheBrain Thanks, Kevin! 2021-12-16 16:00:06 Some thoughts from me on "understanding" in AI. https://t.co/7KCyYXrcqL 2021-12-15 02:20:20 @roydanroy Sorry to hear it. I hope your decision brings you some Clojure. 2021-12-15 01:52:33 @ericpnichols In any case, good letter! 2021-12-15 01:44:40 @ericpnichols You read their book? 2021-12-14 23:39:27 @ShannonVallor @NoemaMag Well-deserved. Just today I quoted from it in an upcoming piece on "understanding". 2021-12-14 23:36:34 This is a really intelligent and thought-provoking article that deserves this honor! https://t.co/XyAMWkZoEE 2021-12-14 16:11:14 Report from our @sfiscience August 2021 workshop on collective intelligence: https://t.co/f8FmBAg8Hn 2021-12-13 15:25:27 https://t.co/sngUstmYK8 2021-12-12 00:50:29 Amazing story. It makes one wonder, if he had actually gotten the $500 million, would his life have been any better? https://t.co/ej5xszE0zY 2021-12-10 22:32:11 @cigitalgem https://t.co/IfQfQE1oSt 2021-12-10 14:57:33 @RobertGood_Art Thank you! I'm so happy to hear you enjoyed it. 2021-12-09 17:16:22 I still think this was a very cool result, but for a counter view on the significance of this, see https://t.co/pXwKXRES3p https://t.co/9DyL8IwI8d 2021-12-09 15:41:55 RT @criticalneuro: The Learning Salon hosted by myself & 2021-12-09 02:50:18 @BrandonBloom @asolove Type/token distinction? https://t.co/aN0uc6WpH7 2021-12-08 17:55:34 One thing I know about immunology is that 40x reduction in neutralizing antibodies *does not* imply 40x reduction in vaccine efficacy. Do better @CBSNews ! https://t.co/9AlyO5NtyJ https://t.co/Kp5ut1JNY7 2021-12-08 17:43:17 @svscarpino @mikha_ehl @gianlucac1 @CiesekSandra @sigallab @Tobio @DiseaseEcology Thanks. I'm just concerned that the "40x reduction in neutralizing antibodies" is being interpreted by the media to mean "40x reduction in vaccine efficacy" and that should be corrected. E.g., from CBS News: https://t.co/bIB4LkEQWO 2021-12-08 16:55:33 @svscarpino @gianlucac1 @CiesekSandra @sigallab @Tobio Many media outlets seem to be reporting that the 40x reduction = 40x reduction in vaccine efficacy. I heard this stated on NPR today. Are there any articles out there that explain what the "40x reduction" actually means? 2021-12-07 22:33:50 @stevenstrogatz "jibe with" vs. "jive with" (former means "to fit well together", latter means "to play hot jazz together") 2021-12-07 16:49:29 @alienelf Come to Santa Fe sometime and we can hang out 2021-12-06 17:58:50 RT @C4COMPUTATION: Hold the dates! HARNESSING COLLECTIVE INTELLIGENCE: FOUNDATIONS + RADICAL IDEAS June 6-9 @sfiscience co-organized w @… 2021-12-06 03:18:17 @BillHanage Seems to be a trend: https://t.co/mN9Xob1wBh 2021-12-04 17:40:06 Twitter topic modeling FTW! (Not.) H/T @NaserMonsefi (Actually, very good thread on Omicron: https://t.co/to8wP0XykK) https://t.co/KwU3eElBqu 2021-12-03 23:42:23 @cigitalgem https://t.co/BbnBBzwJ82 2021-12-03 22:59:45 Laughing my head off. Crying my heart out. https://t.co/Hg1GUw4xj2 2021-12-03 18:40:47 Santa Fe Institute's education program is accepting applications for four programs being offered the summer of 2022 with application deadlines in January and February. See https://t.co/fgMgef8ODZ for details. https://t.co/bdjGh95bvy 2021-12-03 15:01:04 RT @mpshanahan: Job alert! Postdoc position to work with @LucyCheke and me on a @LeverhulmeCFI project, bridging the gap between animal and… 2021-12-02 16:14:16 RT @Dr_OzgurAkman: Just finished reading "Artificial Intelligence: A Guide for Thinking Humans" by @MelMitchell1. My review: https://t.co/T… 2021-12-02 16:14:05 @Dr_OzgurAkman Thank you !! 2021-12-01 23:41:56 RT @sfiscience: Please RT: We've just opened a new postdoc opportunity at SFI for multidisciplinary research on the theory of regulatory fu… 2021-12-01 17:12:00 Beautiful example of AI being used to help humans discover previously unknown patterns and relationships in mathematics. https://t.co/Yv7PkV22HD https://t.co/rd1ZimQCgt 2021-11-30 23:14:54 Re-post of my short perspective piece on the analogies of COVID, with an updated reflection. https://t.co/t1fYEFQPcx 2021-11-30 03:52:40 @anniemurphypaul Congratulations -- well deserved! 2021-11-29 21:49:25 @rodneyabrooks Yup. Or possibly the term "general-purpose AI", like "full self-driving", will be redefined into existence. 2021-11-28 22:12:17 @poldolo Very uncommon, I'd say. Maybe it's offered at elite private high schools. I learned (some of) Greek alphabet only in math classes. 2021-11-28 21:57:33 Two other letters whose names describe themselves: W (double-u, or in French, double-v), Y (in French, "Greek i"). Any others? https://t.co/qZVfO6spc5 2021-11-28 21:12:44 Mind blown ! https://t.co/5vJekkkVCb 2021-11-28 18:55:23 Adversarial examples in the wild. https://t.co/o16fUVFoSx 2021-11-27 20:16:23 This was a very fun conversation with @kensycoop. Check out other episodes of this podcast as well! https://t.co/wcQzpaHQvp 2021-11-27 17:31:20 RT @svscarpino: It was only a matter of when, not if. Let’s stay calm, answer key questions about the variant, and respond. The world needs… 2021-11-26 17:13:30 @emilymbender Great -- and important -- paper. 2021-11-26 16:12:22 This is such a perfect metaphor for AI. (From https://t.co/ZFaaO3cuL3) https://t.co/9vNzSiPOtY 2021-11-26 16:07:35 @sfiscience @YuanzhaoZhang @CompSysSoc Congratulations @YuanzhaoZhang !!! 2021-11-25 18:29:06 I'm very much enjoying @matthewcobb's "The Idea of the Brain." Also fun to hear him today on @voxdotcom "Unexplainable" podcast talking about metaphors we use to understand the brain. A recent metaphor not mentioned: The brain is a "game engine" (https://t.co/6fCbtOAkKL). 2021-11-24 20:55:03 @overbye @markoff Why no non-fiction on the list? 2021-11-23 23:11:02 This panel, and the whole conference look terrific -- and registration is free! https://t.co/pRuEaMWSw4 2021-11-19 18:38:13 This week listening to "Slow Burn" podcast about assault on Rodney King and murder of Latasha Harlins, and subsequent judge decisions and jury acquittals. Damn if history doesn't rhyme. 2021-11-19 18:33:05 @WiringTheBrain @MaharriT @GaryMarcus @seanmcarroll IMO the term "Innateness" can include the *propensity* to learn something very quickly. I think this is part of the story, rather than encoding knowledge in the genes. 2021-11-19 18:29:48 @tyrell_turing @GaryMarcus @WiringTheBrain Evolution (in biology) ≠ Evolution (in the paper you link to). Evolution in biology is not an optimization procedure. 2021-11-19 18:21:56 @WiringTheBrain @GaryMarcus @seanmcarroll Indeed. If only someone would write a book investigating the idea of Innateness! 2021-11-19 17:46:37 @ishtvibhu Lots of work on this in developmental psych. But still a lot of questions. 2021-11-19 17:40:41 @GaryMarcus Agree. In a conversation with @seanmcarroll, he called this "intuitive metaphysics", which is a great phrasing. It seems we are born with it and it bootstraps all of our subsequent learning. 2021-11-19 17:06:48 Sticking my neck out here, but..... I don't understand why people think machines could possibly learn common sense from language alone. https://t.co/GeEzY6ChVp 2021-11-18 21:40:26 Call me recursive because it's how I call myself. https://t.co/RV2e9GjYAJ 2021-11-18 21:35:31 @farsidevirtual Thank you! 2021-11-18 21:34:00 Call me Abelian because I can go either way. https://t.co/RV2e9GjYAJ 2021-11-17 21:43:28 RT @tarinziyaee: I’ll be discussing how nature “computes” with Dr Jesssica Flack @C4COMPUTATION of the Santa Fe Institute of Complexity @sf… 2021-11-17 19:35:20 @bradpwyble https://t.co/39to5mMzBJ 2021-11-17 18:32:50 RT @LakeBrenden: Exciting new initiative at NYU focused on understanding and engineering intelligence. 2021-11-16 20:58:57 This linkage is a plot element of @nealstephenson's new book, "Termination Shock". Well worth reading! https://t.co/1xOlLGvPtb 2021-11-16 02:36:47 @rdviii It was Gerry Sussman: https://t.co/cWBXxHY2uQ 2021-11-15 23:47:39 @nils_gilman You might enjoy my paper on this: https://t.co/uFwFPOBXGQ 2021-11-15 21:49:08 I enjoyed it too! Thanks for inviting me on this podcast. https://t.co/bhPmv8gpXw 2021-11-14 01:55:15 @hardmaru Lacks novelty, weak reject. 2021-11-11 21:55:37 @CoreyJMaley Possible to get a non-paywalled version? 2021-11-10 16:58:11 RT @sfiscience: Frontiers in Evolutionary Computation: A Workshop Report by SFI's Tyler Millhouse, @MelanieEMoses, @MelMitchell1 Comput… 2021-11-09 19:28:24 @pieratt @sfiscience -- do you have an explanation of the image? 2021-11-09 15:56:02 A thrilling and transformative moment for the Santa Fe Institute and for the sciences of complexity: https://t.co/hUNLoANwPN 2021-11-06 23:20:00 CAFIAC FIX 2021-11-01 19:20:00 CAFIAC FIX 2021-11-01 17:30:00 CAFIAC FIX 2021-08-21 21:44:38 @philipcball Aggh. Hope you all are well soon. 2021-08-19 17:08:47 For more on wishful mnemonics, see https://t.co/uFwFPOkmig 2021-08-19 17:06:25 Is the new term *Foundation Models* an example of a "wishful mnemonic", implying that these will form a "foundation" for general AI? That's my initial impression. https://t.co/GSe9bdz5lM 2021-08-17 22:34:43 @jrieffel Not sure that will work :-) From https://t.co/GxCJhAB2Kw https://t.co/Mj0OytuHQO 2021-08-17 21:58:23 "in the training, they might not be feeding it images of rolled over trucks" 2021-08-17 21:56:41 https://t.co/Ou6quacVVh 2021-08-17 17:20:51 "Autopilot may encourage distraction by lulling people into thinking that their cars are more capable than they are." "Autopilot" is a clear example of a dangerous "wishful mnenomic". See https://t.co/uFwFPOkmig. https://t.co/B2LJp9XuIr 2021-08-16 18:00:37 RT @ComplexExplorer: Register now for the Open Science Tutorial on Complexity Explorer - tutorial will open in September https://t.co/yPYyv… 2021-08-16 17:59:56 RT @HelenaMiton: We will be launching a « Tutorial » course on Open Science on @ComplexExplorer on Sept, 6th (5-6 hours of video lectures b… 2021-08-12 21:16:23 @cigitalgem I'll be in Santa Fe. Come visit there too! 2021-08-12 20:57:42 @cigitalgem Hi from Portland https://t.co/PPzrRPHkPl 2021-08-12 17:05:29 "Superintelligent AI" is a term that has ceased to mean anything, if it ever meant anything at all. https://t.co/jLrExg0l3W 2021-08-11 14:53:53 RT @sfiscience: Explore the science of intelligence with an intelligent scientist! SFI's Simon DeDeo (@LaboratoryMinds) will teach four gr… 2021-08-11 13:48:55 RT @LakeBrenden: Progress in NLP has been striking, so @glmurphy39 and I ask: Can recent models serve as psychological theories of word mea… 2021-08-10 21:36:11 @alfairhall Oh no! Very sad to hear this. 2021-08-09 19:42:53 Perceptive and article by @sabawalid : Machine Learning Won't Solve Natural Language Understanding https://t.co/Z8ioEoLNoY 2021-08-08 19:02:27 Anyone can register, here: https://t.co/g23YBzF38b https://t.co/XwPWcZ8jmn 2021-08-06 21:26:02 RT @BettencourtLuis: My book is out!! I hope you enjoy it: it's my attempt to explain scientifically why we increasingly live in cities 2021-08-06 01:05:33 @phil_of_ai Yes! Finally made it! 2021-08-05 21:57:04 @DoctorJosh LoL. Also "shaky grasp" Embodied metaphors for the win! 2021-08-05 02:00:08 @athundt @AndrewKemendo This is the one I was thinking of: https://t.co/SRzrwbYI3x 2021-08-04 00:21:45 @realRahulRK Short-term future: probably. Long-term future, probably not. 2021-08-04 00:20:45 They've just announced an additional two hour delay on my flight. Time to seek out a margarita. Thanks for all your questions! https://t.co/xwIBN1oU6l 2021-08-04 00:18:33 @pauloabelha Yes! This is related to Gibson's theory of affordances. Definitely an under-studied concept in AI, though there are people working on it: https://t.co/biUzoZ7xGU 2021-08-04 00:17:01 @drexlspivy56 This is called "Landauer's Principle". I don't know of an accessible writeup of this off the top of my head, but you might be able to find one with some Googling. 2021-08-04 00:11:36 @scellef I think so! 2021-08-04 00:01:41 @patrickshafto Actually, cats are probably the only pets that never copy. 2021-08-04 00:01:10 @AndrewKemendo I think the argument was "reward is all you need". There was a good article recently that showed how this was a circular argument -- so, as not even false. 2021-08-03 23:58:34 @SantaFeMcShea La Choza patio 2021-08-03 23:58:01 @chambersfw1 Most stuff seems closed. I'm hanging out in the observation deck. 2021-08-03 23:57:21 @GnatovLeo Definitely not. If you like the "existential risk" stuff, read Russell's Human Compatible instead. (I don't agree with some of the arguments in there but the book is much more readable than Bostrom.) 2021-08-03 23:52:41 @chalogarcia29 Grad school! Or perhaps apply to Google Brain, Tokyo -- they are looking for people in complex systems and AI! (https://t.co/uwxdo7jMqc) 2021-08-03 23:51:06 @tobi_lehman I'm out of touch with modern LISPs. Maybe Clojure? 2021-08-03 23:48:46 @InDevOut Hmmm, I don't know. Any recommendations, twitterverse? 2021-08-03 23:47:35 @internetchris This is an excellent recent paper that argues for normative applications: https://t.co/D1RmuMgChx 2021-08-03 23:40:16 @BenJamesEdwards (1) PDX is the best airport ever. No question. (2) No idea, it's completely overcast right now. 2021-08-03 23:38:37 @bjenquist I wish. Nothing seems to be open. Not my favorite airport. 2021-08-03 23:34:22 @dfearrington Wow, that's a hard one, let me think about it. 2021-08-03 23:33:45 @dedwts5 (1) Maybe AI is not a good term for what we're trying to accomplish (see recent article by Christopher Mims in WSJ on this). (2) We have to define "AI" better before that question can be answered. 2021-08-03 23:32:14 @LennyRabbitz I haven't worked on them for a while. They've been useful in some applications, for sure. It will be interesting to see where the field goes when the compute is really scaled up. Also when more interesting ideas from biology are incorporated. 2021-08-03 23:31:03 @dedwts5 Lots of people in the military have a reasonable view of AI capabilities. The problem is more at the top levels where AI is an ill-defined buzzword. 2021-08-03 23:30:09 @svscarpino Yes. 2021-08-03 23:27:49 @corbinkbarthold Mark Newman's book on Networks. 2021-08-03 23:27:26 @mark_riedl Christmas. 2021-08-03 23:27:15 @Electricfire13 Very much! 2021-08-03 23:27:07 @DavidSalazarVir Depends how technical you want to get. I still think Chris Bishop's ML and Pattern Rec. book is fantastic, even though it's pretty old. I haven't read any of the deep learning textbooks. Russell & 2021-08-03 23:25:29 @wgpollock I'd guess around 75%. I'm not counting people who wear their nose outside their mask (and there are quite a few of those here). 2021-08-03 23:24:33 @imissberni (1) Before selecting an advisor, talk to their current students, in private, over coffee. (2) Choose one day each weekend to *not* work. 2021-08-03 23:22:11 @NickEMoran Can't tell -- I'm wearing N95 mask. 2021-08-03 23:21:01 @dansanleeds No. 2021-08-03 23:19:07 Stuck in ABQ airport for 3 hours. AMA! 2021-08-03 23:05:20 Rebuttal: "Is too, and no backs!!!!" 2021-08-03 22:50:10 Did anyone get a NeurIPS review that *didn't* contain the phase "not sufficiently novel"? Just asking. 2021-08-02 14:48:16 The Santa Fe Institute's Complexity Postdoctoral Fellowships, comprising the Omidyar and ASU-SFI Fellowships, are extraordinary opportunities for early career scientists. Our application site opens on August 2nd, and the deadline is October 24th, 2021. https://t.co/4KXWsBnKXN 2021-08-02 14:01:44 It was really fun talking with the MLST gang! https://t.co/7X7ZKwpZZG 2021-08-01 18:09:25 @hillla So happy to hear you enjoyed it! No blog or podcast, though I've been a guest on many! 2021-07-31 23:59:41 @mkearnsupenn "I cursed, I prayed I tried to go, but stayed I tried to show it Who was boss Ah but in the end I could not defend Against the loss Against the loss -- Jimmy White 2021-07-31 19:21:46 This 15 min documentary on Jocelyn Bell Burnell (discoverer of pulsars) is well worth your time! https://t.co/sUXU17C6Bf 2021-07-31 14:33:45 "Herbert Simon said we should call it 'complex information processing.' What would the world be like if it was called that instead?" https://t.co/nnpL0lHRif 2021-07-30 02:44:56 @gautamcgoel @AshKGoel @gtcomputing Congratulations @AshKGoel and @gtcomputing ! 2021-07-29 13:21:26 RT @NaomiOreskes: Excited to announce the announcement of my new book with @ErikMConway , the prequel to @merchantsdoubt https://t.co/Tkmb… 2021-07-28 16:53:46 @kevin2kelly @johncarlosbaez Thanks! Also @C4COMPUTATION 2021-07-27 17:33:43 @dabacon @seanmcarroll 2021-07-24 22:29:44 @anh_ng8 Here is longer paper on this result: https://t.co/uZsIeqXwGx 2021-07-24 22:29:11 @ChrSzegedy @srchvrs Here is longer paper on this result. https://t.co/uZsIeqXwGx 2021-07-24 22:07:57 @dlowd 2021-07-24 22:04:13 @srchvrs @ChrSzegedy Then the question becomes, what makes these examples more effective? Our hypothesis is that they take advantage of universal features. I'd be interested to hear other possible hypotheses. 2021-07-24 22:01:58 @ChrSzegedy We have longer paper on all this under review. 2021-07-24 22:01:33 @ChrSzegedy I think also this is first demonstration of successful transfer of *targeted* AEs btw CNNs and transformers. 2021-07-24 21:59:56 @ChrSzegedy Yes, indeed, transferability is well known. But we show that transfer of *targeted* AEs (i.e. targeted to be classified as a specific wrong class) is much more successful when source network is trained to be slightly robust. 2021-07-24 21:53:03 @ChrSzegedy At least this was true for transfer between CNNs. Another surprise was that targeted adv. examples could be transferred from CNNs to transformers. 2021-07-24 21:50:35 @ChrSzegedy It was surprising to us that the most success with transferability was associated with *slightly* robust networks (not the most robust networks). 2021-07-24 21:48:21 @ChrSzegedy Why unsurprising? 2021-07-24 21:42:47 @anh_ng8 *cite* 2021-07-24 21:42:11 @anh_ng8 Thanks! We have a paper under review that mentions some of those results. We'll also cute your more recent paper. There is definitely something interesting going on here 2021-07-24 21:32:01 @mkapor My recent book tries to do this: https://t.co/2imPXDavCX 2021-07-24 18:48:32 If you're at the #ICML2021 workshop on Adversarial Machine Learning today, come see our poster about how a small degree of adversarial robustness can dramatically increase the transferability of targeted adversarial examples. https://t.co/2Grich8I7i https://t.co/WPU1tFIhHa 2021-07-24 00:19:59 @anthlittle https://t.co/pHsGUWNglV 2021-07-22 16:58:42 @tdietterich @EricTopol @demishassabis Quite the pair of contrasting analogies! 2021-07-21 19:27:31 RT @_KarenHao: I read @sheeraf & 2021-07-17 22:15:38 @judell Main take: robotics is hard! It takes more than just training on lots of data. 2021-07-17 19:13:53 @nbulusu Thanks, Niru!! 2021-07-16 18:31:17 @sfiscience @HelenaMiton @ceu @heintzc3 @dansperber Many congrats, Helena!! Very impressive achievement. 2021-07-16 15:10:33 @blamlab @RomainBrette @criticalneuro @jovo @DLBarack I didn't get the impression from the talk that Brette is anti-representation. I'm going to read his BBS paper now. 2021-07-15 02:25:14 @theowinter Yes, good interview with Jeff Hawkins. 2021-07-14 20:06:46 29:35: cat comes down the stairs. For some reason it makes me happy when pets show up during famous academics' video talks. 2021-07-14 17:08:29 RT @7homaslin: Insights from @MelMitchell1 on the importance of analogy-making to intelligence in @QuantaMagazine today. Terrific interview… 2021-07-14 17:05:07 @neuro_data (sorry, wrong handle in previous message) 2021-07-14 17:03:37 Really interesting talk by Romain Brette (@RomainBrette) about concept of "representation" in the brain, and tension among the perspectives of observer, organism, and neuron when we talk about "representation". https://t.co/G6patxs2FW @blamlab @criticalneuro @jovo @DLBarack 2021-07-13 19:12:23 @mer__edith In fact, AI will have a bigger impact than the concept of "impact" itself. 2021-07-11 22:25:07 Very interesting neuroscience review paper: "What Happened to Mirror Neurons?" TL https://t.co/A2KDPlwXdt 2021-07-10 03:15:53 @Arpit_Sharma_CS Thank you! 2021-07-09 22:38:28 Who thinks @BarackObama's Fall reading list needs to include a book about AI? (I'm happy to suggest one :-) https://t.co/k4qLSHEkmC 2021-07-08 16:23:45 Worth reading: @HRoitblat critiques DeepMind's "Reward is Enough" paper, points out circularity in their argument. https://t.co/SRzrwbH7bZ @bendee983 2021-07-05 15:02:55 @EmtiyazKhan @sfiscience He was sort of joking....Lewontin and Gould were long-time critics of "adaptationism", the tendency of biologists to find "just-so stories" invoking adaptation to explain every biological trait. 2021-05-21 02:27:06 I finished reading Project Hail Mary, the new Sci Fi novel by @andyweirauthor. It is nerdy, goofy, really fun, and ultimately very moving. I loved it! 2021-05-20 14:21:06 RT @WiringTheBrain: My colleagues and I are looking for a Research Assistant to work on a project on: "Representation - past, present, and… 2021-05-20 04:26:11 @michael_nielsen Hofstadter & 2021-05-20 04:12:15 @michael_nielsen "A native talent for perceiving analogies is... the leading fact in genius of every order." -- William James, 1890. 2021-05-18 20:12:30 @dlauer Thanks for the very thoughtful thread on this paper! 2021-05-16 21:31:42 @Thom_Wolf See also https://t.co/XHUjjYQpZs for new BPs beyond the original 100. 2021-05-16 18:18:33 @DLBarack @bayesianboy @neuro_data Simon DeDeo explains all here: https://t.co/9Hfvn0Ugz7 2021-05-16 15:21:20 Agree!! https://t.co/KaO6eE0Ilh 2021-05-14 17:53:35 @blasi_lang I don't think that kind of self-confidence is very adaptive.... 2021-05-14 17:32:00 LOL breaking news on the gender gap https://t.co/CBCuk8BPpF 2021-05-14 16:58:50 @tsimonite 2021-05-13 16:30:01 RT @GeoffreySupran: NEW: Our latest peer-reviewed research, out today, shows that ExxonMobil uses Big Tobacco's propaganda tactics to blame… 2021-05-09 19:57:05 RT @AuerbachKeller: I go through a fair number of sci-tech books. Two that have stood out for me in recent years as superbly written & 2021-05-08 17:33:48 @ChrSzegedy Perhaps could improve via multi-species stacked generalization! 2021-05-08 17:24:24 PCR, meet BCR! (Bee Covid Recognition) https://t.co/p0w5Ij0eoK 2021-05-06 18:05:06 RT @colinraffel: The #ICLR2021 Workshop on Enormous Language Models (WELM) is tomorrow, May 7th! Full info: https://t.co/jnVpCYdVnu Livest… 2021-05-06 16:38:36 A report on our recent @sfiscience workshop, "Foundations of Intelligence in Natural and Artificial Systems". https://t.co/HofGBAq3SO This was the first in a series of workshops we are organizing as part of an NSF-funded program at SFI. https://t.co/1FAs473SSy 2021-05-05 15:35:08 @filippie509 https://t.co/3FWvXerxNs 2021-05-05 15:14:14 @AndrewLampinen @SuryaGanguli Congratulations!!! 2021-05-03 21:32:17 @honeybeecap @mjmauboussin @B3_MillerValue @jim_rutt @sfiscience Congratulations, Katherine!! 2021-05-03 21:28:00 Fascinating profile of Michael Levin (@drmichaellevin) with mentions of Dan Dennett (@danieldennett) and Josh Bongard (@DoctorJosh). By @SilverJacket https://t.co/j3CDZmEbG2 2021-05-01 18:38:36 @fchollet Congratulations!!! Welcome, Sylvain. 2021-05-01 17:29:12 RT @rodneyabrooks: Sometimes a few moments of deep thought ahead of spending vast sums of money can lead to insight on what the real techni… 2021-04-30 17:04:52 @ykilcher Thanks for the very thoughtful discussion of my paper! 2021-04-29 21:02:47 @rgasi Thanks!! 2021-04-29 17:49:05 @Isinlor Nearly everything Karpathy describes here is something humans can do in less than 1 sec, and a lot in .1s https://t.co/BsnHC2hH9T 2021-04-29 16:21:52 @spiantado https://t.co/DziZinTW9T 2021-04-29 15:37:44 @ThomasSimonini Indeed. Thanks! 2021-04-28 21:20:35 @Abel_TorresM Thanks very much for all these comments! 2021-04-28 20:04:28 @amahabal Thanks! I will take a look at that book -- sounds very apropos. 2021-04-28 18:51:40 @shaboom Same. 2021-04-28 18:35:54 My friend Simon DeDeo sadly deleted his widely followed Twitter account. Here's why: https://t.co/TZL38Alqq7 2021-04-28 16:58:46 RT @EmtiyazKhan: We have two new open positions (research scientist/post-doc/tech staff) in our group at @RIKEN_AIP_EN Tokyo. https://t.co/… 2021-04-28 15:32:05 @FelixHill84 Thanks for feedback! 2021-04-28 03:01:37 @zxul767 Hard to summarize in a tweet, but I wrote about what understanding entails in Part 5 of my book: https://t.co/2PurH8BLMx 2021-04-28 02:00:15 New paper by me: "Why AI is Harder Than We Think". https://t.co/kfhr85Gb9U Feedback is welcome! https://t.co/dzp8qouE7h 2021-04-26 16:57:00 Workshop on "Conceptual Understanding of Deep Learning". https://t.co/ndseBuruv8 This looks really interesting, and is open to anyone. 2021-04-25 15:56:10 @zacharylipton @Wikipedia Or this: https://t.co/uoChNlf4VG 2021-04-25 15:43:56 @EmtiyazKhan Hi Emti, I'm sorry to hear about all this -- I hope you and your family are all safe and healthy soon. 2021-04-23 19:26:25 @mmitchell_ai Thank you! 2021-04-23 18:44:24 @lizadixon Related: https://t.co/TRm6ei3VGX 2021-04-23 18:41:37 @emilymbender You're right, it does presuppose this possibility. First step is to get a better handle on what is meant by "general intelligence" in the first place. 2021-04-23 18:39:50 @emilymbender I think such experiments (adversarial tests) are the only way to actually determine if any progress is being made. 2021-04-23 18:38:20 @annargrs Thanks for the great summary. BTW, I'm going to be posting a paper soon, based on my talk. 2021-04-23 18:37:06 Why Bitcoin Is Bad for the Environment https://t.co/5VVOOyihNo 2021-04-23 18:36:43 Excellent podcast interview of @missy_cummings , self-described "wet blanket at the party of self-driving technology" https://t.co/hUKsflAWmC 2021-04-23 17:17:21 @ChrSzegedy https://t.co/ugXStYCtfq 2021-04-22 15:59:31 https://t.co/PdwwJ0Mrmw 2021-04-21 23:17:58 @filippie509 Hope you enjoy it! 2021-04-21 22:38:13 @cigitalgem Thoughts? 2021-04-21 18:51:09 Getting ready to cite this classic 1950 paper by the famous author C. Machinery: https://t.co/bu6nyTdueL 2021-04-20 20:06:40 @sfiscience @artemyte @brendantracey @Entropy_MDPI Congrats to @brendantracey @artemyte and David! 2021-04-20 16:40:34 Moravec's paradox in vaccine distribution: https://t.co/yxVWLfm4hx 2021-04-20 16:38:20 RT @EricTopol: The vaccine-vaccination paradox, a new example of Moravec's paradox "The hard task of creating a vaccine proved (relatively)… 2021-04-20 14:31:30 I had such a great conversation with @stevenstrogatz about AI. I hope you enjoy it too! https://t.co/2IWs91pZUu 2021-04-18 22:21:15 @criticalneuro @profcikara P.S. It was still worth having kids. 2021-04-18 22:18:24 @criticalneuro @profcikara No, that's when sleep-deprivation kills off what's left of your brain. Cheers! 2021-04-17 21:18:25 @cigitalgem Exactly -- I remember him! 2021-04-17 20:50:44 @cigitalgem https://t.co/GyMGjyl7xz 2021-04-16 19:35:02 @SantaFeMcShea @sfiscience Congratulations!! 2021-04-16 17:34:51 @neuro_data @katecrawford Thanks. Just FYI: your pinned tweet says 4pm. 2021-04-16 16:48:06 @neuro_data @katecrawford Is this at 4pm or 5pm ET? 2021-04-15 22:27:49 @DLBarack @NatRevNeurosci @blamlab Is there a non-paywall version somewhere? 2021-04-15 20:16:07 RT @KordingLab: Know python and data science but want to add deep learning? Not just the superficial ideas but intuition and implementation… 2021-04-15 17:34:52 Great episode of A.I. Nation podcast on @DeepMind's AlphaFold & (However, contrary to claims, not correct that protein folding is "solved" -- see. e.g., https://t.co/WRgBsifpCu) https://t.co/gv2YHFYVw6 2021-04-15 17:20:02 @NaomiOreskes @ProfMattEngland @MichaelEMann @hssonline @ColdWarScience @ErikMConway @HarvardHistSci @JimAntal @agent_ayesha Many congrats!!! 2021-04-15 01:34:44 RT @NaomiOreskes: So excited (& 2021-04-14 21:02:27 @Abebab lol 2021-04-13 16:21:00 @lucylai_ The section of this film featuring Dan Dennett (playing himself) is very good. Starts at 30:28. https://t.co/DPOTUEFW51 2021-04-13 15:15:35 @nattyover The steaks are high, though. 2021-04-13 14:36:37 Next up: Frito-Lay destroys panpsychism. 2021-04-13 14:32:56 Imagine the world if every company hired a philosopher as social media director. https://t.co/BUi8ZnWKkT 2021-04-11 13:55:12 @harsha_kokel Thank you for the wonderful review! 2021-04-10 17:17:51 Ullman is one of the most brilliant and influential computer scientists of our time. But discrimination against students based on their country of origin is outrageous and should have no place in our field. https://t.co/Gv6M0m5hnS 2021-04-09 15:53:24 @cigitalgem The dog does *not* look psyched. 2021-04-08 17:22:49 . @JanelleCShane waiting for you to train NN on collection of Irish and Yiddish curses, and see what comes out. https://t.co/KrOtNgyUBC 2021-04-08 15:00:46 @MLStreetTalk Thanks! Feel free to email me. 2021-04-07 18:46:20 @cigitalgem @IUBloomington @IULuddy Oh no! Very sad to hear this. 2021-04-07 17:50:05 Love this podcast, and this was a great episode! https://t.co/3iLDb5uiEx 2021-04-07 17:46:32 It was great chatting with Jeremie about AI and existential risk (or lack thereof), and on what "intelligence" actually is. https://t.co/oWUit6X8wO 2021-04-07 15:09:46 "Time to regulate AI that interprets human emotions" https://t.co/sAMwcHzXWB 2021-04-06 19:52:15 Early in my career I went to a talk by a British evolutionary psychologist. He kept referring to the problem of "cheetah detection" in the life of humans on the savanna, which made perfect sense. Only later did I find out that he was actually talking about "cheater detection". https://t.co/BL575olq24 2021-04-06 17:58:55 @cigitalgem Now do "AI is the new electricity". 2021-04-05 21:15:39 RT @raphamilliere: The recording of our event "When Machines Speak: Language Processing in Computers and Humans" is now available! @columbi… 2021-04-05 19:09:36 Two-year postdoc fellowships in computing-related sciences: Computing Innovation Fellows program https://t.co/6uhr7ElGA9 2021-04-05 16:42:50 RT @neuro_data: #LearningSalon (w/me, @criticalneuro & 2021-04-03 19:14:32 @__j2c6 Also check out AI Nation: https://t.co/gv2YHFHk7w 2021-04-03 19:12:25 @__j2c6 Here are a few I listen to: Mindscape https://t.co/yOWkUTYptX Joy of X https://t.co/EzSw5sA8In Unexplainable https://t.co/dKpc59HvBY 2021-04-03 18:06:49 @WiringTheBrain https://t.co/QtaejB1grO 2021-04-03 15:34:55 Very useful FAQ on vaccine side effects. I too was "flattened" by 2nd dose but YMMV. In any case, getting vaccinated is a huge relief. https://t.co/rELiZRSetk 2021-04-02 15:11:53 These days, only way to figure out if a tweet is satire is to have prior knowledge about the tweeter. https://t.co/8uX5U0GpGa 2021-04-01 14:20:43 That should have said "Ed Felten". 2021-04-01 14:05:30 https://t.co/Nt4GCyzsHG 2021-04-01 14:05:02 @cigitalgem @malcolmburnley https://t.co/Nt4GCyzsHG 2021-04-01 13:53:45 I really enjoyed talking about natural language processing, from Stu-Bot to GPT-3, with @malcolmburnley for his new podcast with Ed Felton, "AI Nation". Check it out! https://t.co/HwyhUCJsGF 2021-03-31 19:41:22 @PWGTennant Thanks for this! 2021-03-31 16:43:08 @njr0 @lawrennd Hi Nick! 2021-03-31 15:58:16 @lawrennd What are these "modern editors" you speak of? Emacs is all you need. 2021-03-31 15:32:41 @AmosLightnin @sfiscience @WiringTheBrain I don't think you need a FB account -- @sfiscience can you confirm? 2021-03-31 15:05:29 11:15am PDT, 2:15pm EDT. 2021-03-31 15:04:30 Today @sfiscience, 12:15pm MDT: Kevin Mitchell (@WiringTheBrain ) will speak about "The Evolution of Agency". Livestream on SFI's Facebook page: https://t.co/tneCek08NW https://t.co/qtsfNio1v5 2021-03-30 21:23:24 The great science fiction writing Ted Chiang with a smart take on the notion of "superintelligence". https://t.co/MVwmIyAkCV 2021-03-30 19:57:02 @Grady_Booch This hearkens back to IBM's (anthropomorphic) use of the word "read" to describe what Watson did. "Watson can read all of the health-care texts in the world in seconds" ---John Kelly, Director of IBM Research Turns out, this kind of "read" is not the same as human reading. 2021-03-30 15:37:21 Very useful advice for writing author responses to reviews! Also gives some hope that these responses aren't just sent into the void. https://t.co/mkf8HqQ3B0 2021-03-29 18:25:50 @introspection No -- it's a common last name. 2021-03-29 14:17:55 @Gregory_C_Allen @jackclarkSF I am writing a section for the upcoming 2021 AI 100 report on "prospects for more general AI". Stay tuned. 2021-03-29 14:11:44 @WiringTheBrain @sfiscience Livestream at https://t.co/tneCek08NW After the talk, video will be posted at https://t.co/ARJT4O3STT 2021-03-29 14:09:29 Kevin's talk will be live-streamed at https://t.co/tneCek08NW The video will be posted after the talk on SFI's YouTube channel: https://t.co/ARJT4O3STT https://t.co/tqbdjE1iVo 2021-03-29 07:04:23 @TedPavlic @Conor_Finn 2021-03-29 01:12:45 @SimonDeDeo Lots of recent work on sparse coding -- do you want neuro or ML references (or both) ? 2021-03-28 15:09:40 overfull hbox, badness 10000 https://t.co/8YoYuMn2wx 2021-03-27 19:55:31 RT @flohorovicic: Just finished @MelMitchell1 fantastic book “Artificial Intelligence - A Guide for Thinking Humans” and I love the last se… 2021-03-25 16:37:39 Check out this interesting summer program, Diverse Intelligences Summer Institute: https://t.co/gqXXdPfR3u 2021-03-25 03:19:48 3. Let's say we collect all the NFT*'s that refer to sets of other NFTs, but only when NFT* isn't in the set that NFT* refers to. Stay with me here. 2021-03-25 03:19:47 Since you all are so obsessed with NFTs, hear me out. 1. An NFT is a digital entity on a blockchain that refers to (is a token for) another digital entity, right? https://t.co/kMFtDDw3dI 2021-03-24 14:41:07 RT @raphamilliere: RSVP Reminder | Neural language models like GPT-3 can generate human-like text that is grammatically correct, coherent,… 2021-03-23 17:28:40 Tesla Full Self Driving https://t.co/AKHqlF0Mj5 2021-03-23 00:36:53 RT @cgershen: Save the dates for the upcoming Virtual Colloquia @C3UNAM https://t.co/w5U00A5vz1 @DaniSBassett @alexvespi Karoline Wiesner @… 2021-03-19 20:37:29 I haven't yet read Cade Metz's Genius Makers, & https://t.co/U0Dewgvv1f https://t.co/FY1eMWAIrF 2021-03-18 20:21:50 @TheAnnaGat Meg Murry in A Wrinkle in Time. 2021-03-16 17:50:24 RT @neuro_data: #LearningSalon (hosted by @criticalneuro, @blamlab, and me) is thrilled to present @chrishoney this Friday at 4PM ET who wi… 2021-03-15 18:59:31 @deliprao https://t.co/EbVg5FRr2d 2021-03-15 18:58:08 @RafMBatista @sfiscience We will be writing a detailed report and putting it online. I can send you a copy when it's done if you give me your email. 2021-03-15 18:07:35 I very much enjoyed this conversation with @samcharrington on the TWIML podcast. https://t.co/93vt1OXP2p 2021-03-12 20:49:33 Are car companies allowed to call any level of driver-assist technology "Full Self-Driving"? https://t.co/9uPCL3WMKk https://t.co/XGnGyVp4Ea 2021-03-12 17:56:06 Karen Hao is one of the best tech journalists out there and this is a must-read article on Facebook and responsible deployment of AI. FB is full of brilliant and ethical employees, but this doesn't make the company itself ethical. https://t.co/nfa6bhQKQ8 2021-03-12 17:22:32 @CT_Bergstrom @poliscibitches When specifying gender is necessary, "female" is much better adjective. (People do say "male scientist", etc.) 2021-03-12 17:22:28 @CT_Bergstrom @poliscibitches I personally hate using "women" an an adjective in this way, e.g., "women scientists", "women entrepreneurs", "women athletes. No one would say "men scientists", "men athletes", etc.. 2021-03-11 00:29:20 @TheWill @stripe Congrats!! 2021-03-09 01:13:51 Jerusalem Post, meet New York times. https://t.co/h225dn9GNP 2021-03-08 20:44:24 Outstanding postdoc opportunity! https://t.co/P14f5j9UTW 2021-03-08 17:11:03 @arthur_spirling Kate made Meghan cry in an emacs vs. vim fight 2021-03-08 17:03:47 The "self" may be a social construct, but it is so distracting. 2021-03-08 17:01:41 Hot tip: "hide self-view" on Zoom helps so much in improving focus during meetings! At least true for me. 2021-03-07 22:32:14 RT @WiringTheBrain: Is the staggeringly profitable business of scientific publishing bad for science? https://t.co/cJZzJjWvAH - an eye-open… 2021-03-05 23:10:46 Yup, this is exactly how babies learn (said the frustrated baby whose mom just shut off the TV in the middle of Teletubbies) https://t.co/HrB1L31s7n 2021-03-05 17:54:34 @philipcball I'd say the same about all "Turing Tests" carried out to date! I'm still not sure about the very strict version of the test in the Kurzweil/Kapor long bet: https://t.co/O4aMJWxk6M 2021-03-05 16:38:11 @AICoffeeBreak @rijulg Of course in a real adversarial attack, the model is doing whatever it learned to do as well. We just don't understand exactly what it learned so as to "misclassify" an adversarial input. 2021-03-05 16:31:54 @AICoffeeBreak I'm just using the terminology of the authors of the paper. But I agree, it's not really an adversarial attack in the classic sense. 2021-03-05 01:54:07 Marshmallow test works better as a metaphor than as a scientific predictor of anything: https://t.co/Bl7zG0mmFH 2021-03-05 01:36:47 @chazfirestone @OpenAI Does Rozin's effect work the other way around -- writing "chocolate milkshake" on a kale smoothie make it more appealing? 2021-03-05 01:02:48 Lol adversarial attack convinces AI that the image is "pizza" when it is so clearly a photo of blueberry muffin. (from https://t.co/ztCibNqUhl) https://t.co/E8ZfRdTwC4 2021-03-05 00:56:30 RT @LakeBrenden: I'm looking forward to joining @ev_fedorenko and @MelMitchell1 at this event! I will be speaking about my recent paper wit… 2021-03-05 00:53:40 @ch402 It seems like abstract multimodal representations *should* be useful in making a system more robust. Perhaps some system could be constructed to use these representations in a more general and resilient way. 2021-03-04 22:38:17 @ch402 Super interesting! Given the abstract multimodal representations you found, would you predict that this network is more robust to adversarial attacks than more standardly trained networks? 2021-03-02 23:06:55 Dream postdoc job for people interested in cognitive / developmental psych. https://t.co/lMZVVGxRSk 2021-03-02 21:44:38 @Sam_L_Shead Anyone who has control over deploying these systems needs a deep understanding of the limitations of such systems & 2021-03-02 21:43:54 @Sam_L_Shead The same will likely apply to any military commander overseeing the use of autonomous weapons. 2021-03-02 21:43:51 @Sam_L_Shead It’s important to note that people at many levels of expertise tend to overestimate abilities of AI systems, and sometimes that leads to quite damaging results (e.g., police overtrusting facial recognition, humans overtrusting self-driving cars). 2021-03-02 21:43:11 @Sam_L_Shead This “long-tail” problem is central to the difficulty in safely deploying autonomous vehicles, and it will be even more central to the difficulty in deploying autonomous weapons. 2021-03-02 21:43:06 @Sam_L_Shead Right now we don’t know how to design robust and trustworthy AI decision-making systems or to test them to ensure that they will perform well, especially on edge cases. 2021-03-02 21:42:35 @Sam_L_Shead Consider the statement from Chapter 4 below. What does "properly designed and tested" mean? https://t.co/N642mjJD7L 2021-03-02 21:37:37 @Sam_L_Shead Chapter 4 of this report seems to me to overstate the robustness and trustworthiness of current AI systems as well as our current abilities to assess these qualities. 2021-03-02 15:52:29 I'm looking forward to participating in this seminar, March 29, open to the public: "When Machines Speak: Language Processing in Computers and Humans": https://t.co/QBEhFsWqHQ 2021-03-01 15:23:47 @deliprao @allen_ai Great news --- congratulations!! 2021-02-28 21:16:39 @gershbrain "celebrate AI achievements without overselling them" -- Has this ever occurred in the history of AI? 2021-02-27 01:02:03 @dileeplearning https://t.co/fzTQ7IDkQA 2021-02-27 01:01:16 @dileeplearning Dean Pomerleau, 1991, only needed 5 hidden neurons. Old-style "deep learning". https://t.co/KYbufMXRyu 2021-02-26 20:26:17 RT @jeffclune: If anyone wants to learn about Go-Explore via a ~20m talk, here is a link: https://t.co/08ypcgEl6S 2021-02-26 18:01:57 Hard to decide -- both answers are compelling https://t.co/pKiomxKYPy 2021-02-26 16:31:00 Who would have guessed? (Actually, great article.) https://t.co/FbKwI0TC0b 2021-02-26 15:51:43 @SSTaylorBooks Congratulations!! 2021-02-25 02:54:38 @ChrSzegedy I screwed it up too -- I meant "cat-egory" I can't spell. :-) 2021-02-25 02:41:00 @ChrSzegedy Shouldn't the slide say "How much does it take to change the cat-agory"? 2021-02-24 21:19:08 RT @aaronclauset: 1/ Excited to share our paper “The Unequal Impact of Parenthood in Academia” by @alliecmorgan @samfway @mjhoefer @danlarr… 2021-02-24 20:03:08 Highly recommended! Season 1 was terrific. https://t.co/sHmcY1fdXN 2021-02-24 18:12:47 @nico_lr_ On my list to read! 2021-02-24 18:06:50 Important thread on J& 2021-02-24 02:49:09 @marc_lepage Perhaps @adamsafron might have a comment on this. 2021-02-24 02:47:17 @marc_lepage I think the word "symbol" might be too vague for a good answer to this question. I think there are a lot of theories, but it's hard to pin down what people mean, exactly, by "symbol". 2021-02-24 02:02:19 This is a very thought-provoking paper on the nature of symbols in cognition. The paper interestingly contrasts the notion of symbolic computational mechanisms with "symbolic behavior", and argues AI should focus on the latter rather than the former. Definitely worth reading! https://t.co/4Do4v4q6Qt 2021-02-23 16:46:36 @summerstay1 Of course GPT-3 has been pre-trained on a lot of text, including text that mentions bridges across the gender gap, etc. It would be good to find a way to test its analogy-making abilities on analogies that are definitely outside of its training data. 2021-02-23 16:44:07 @markcannon5 @hardmaru @fchollet Indeed, this was @fchollet's point. 2021-02-23 15:01:40 I review both older and very recent approaches to analogy in AI, including symbolic systems, deep learning, and probabilistic program induction. I then propose some ideas for how to best make progress in this area. (3/4) 2021-02-23 15:01:39 New paper from me: "Abstraction and Analogy-Making in Artificial Intelligence": https://t.co/LJvjN7Q78C (1/4) 2021-02-22 21:38:00 @GunnarBlohm Re-upping my comments on this: https://t.co/Iot9wZQilN 2021-02-19 19:59:22 A fun post on trying out GPT-3 on a real-world use case. It doesn't work out so well. https://t.co/70KscXr6hg 2021-02-19 14:44:27 Many thanks to everyone who replied -- the replies are really helpful! My review will be part of the AI 100 study (https://t.co/QfwBJ0joDF) which reports on the state of AI every five years. https://t.co/qirtjMXpsR 2021-02-19 02:10:31 @hardmaru Thanks! 2021-02-19 01:47:10 @hardmaru What specifically does the "cellular automata" part refer to? 2021-02-18 19:56:08 Question for AI researchers: What would you say are the most important advances towards more *general* AI that have happened over the last five years? That is, general as opposed to narrow AI. (I'm writing a review of this.) 1/3 2021-02-18 02:27:14 @seanmcarroll "Move fast and bomb things" 2021-02-18 02:07:29 More context from the article: https://t.co/R7vnMJIzLl 2021-02-18 02:05:28 AI experts, what do you propose that we do about insane statements like this from US defense officials? (From the @washingtonpost's article about autonomous "AI" weapons. https://t.co/ztqJ9ckW3l ) https://t.co/v9m9R3dEGn 2021-02-17 21:07:48 RT @sfiscience: What does it mean when #AI governs our liberties, and what are the consequences for those whom #ArtificialIntelligence is b… 2021-02-17 18:28:55 RT @cigitalgem: This is an important #MLsec issue. If you don't understand how your ML system does what it does, it may not be doing what… 2021-02-17 18:21:09 Now this looks like an interesting PhD position! https://t.co/atjQiFxFFD 2021-02-17 17:08:56 @david__moser A "symbol"? 2021-02-16 16:46:32 Good article on AI ethics from @NewYorker : https://t.co/S1XW3p3fmv 2021-02-16 03:55:32 "I just know, before this is over, I'm gonna need a whole lot of serious therapy. Look at my eye twitchin'." https://t.co/NTK8s5pFKP 2021-02-12 04:26:48 @ShannonVallor I was just thinking this too. 2021-02-10 20:20:13 @EricTopol Deep Medicine shows up in many of the frames https://t.co/4WQNJ5X35R 2021-02-10 02:36:07 For people interested in the intersection between ML, cogsci, and neuroscience, this is a wonderful weekly salon. I've already learned so much from attending! https://t.co/GmsdVCS2fJ 2021-02-09 02:34:11 @bradpwyble @tyrell_turing You might enjoy my essay that links Ian Malcolm (the Jeff Goldblum character) to GPT-2. https://t.co/1NXRaDKOC3 2021-02-09 02:13:34 @tyrell_turing I often think about William James' description of psychology: "This is no science 2021-02-09 02:08:01 @tyrell_turing I would say that there are many interesting and rather general discoveries that are under the "umbrella" of complex systems science (e.g., discoveries abt networks, scaling, collective information processing). But I agree, no principles that are general to all complex systems... 2021-02-08 21:34:50 @JoFrhwld Coriander and cilantro. 2021-02-05 18:24:20 @cigitalgem @ChemistryCayk That's in the next release: FSW (full self-walking) 2021-02-05 18:22:54 @sfiscience @muddyclams Here's what I see in my tweet: https://t.co/EK2IjebaaO 2021-02-05 18:12:16 RT @AIMedHQ: This week's recommended #podcast. Can AI Exist in Medicine Without Human Oversight? @MelMitchell1 author of Artificial Intel… 2021-02-05 18:09:15 Apply now for the Santa Fe Institute's Complexity Interactive online program: https://t.co/7V9osVN4rp Application Deadline March 31. (Deadline has not passed yet, despite what text in photo below says :-) @sfiscience @muddyclams 2021-02-05 17:50:15 @_joaogui1 @ChemistryCayk I think you mean the "Collie problem" 2021-02-05 17:41:54 Tired: Self-driving cars Wired: Self-walking dogs h/t @ChemistryCayk https://t.co/pvfd2Nl2aI 2021-02-05 17:36:03 RT @neuro_kim: Join us this evening on #LearmingSalon ! https://t.co/5pmERJ59eD 2021-02-05 17:22:06 RT @stevenstrogatz: Would you like to try a collective action experiment with me? Just for fun, please subscribe TODAY to my podcast “The J… 2021-02-03 17:47:05 @neuro_data @criticalneuro @blamlab @neuro_kim Looking forward to listening to this! BTW, here's an open access link to the paper: https://t.co/BAUPUnCeKD 2021-02-03 16:32:33 "Be it resolved, the quest for true AI is one of the great existential risks of our time." Arguing for: Stuart Russell. Arguing against: me. Enjoy the debate! https://t.co/XCuzhluCzl @sfiscience @rodneyabrooks @GaryMarcus @etzioni @fchollet @seanmcarroll @stevenstrogatz 2021-02-02 18:23:48 @da_eddie_lee Switch to no notification at all and your life will be even better! 2021-02-02 03:48:35 RT @robotsmarts: New NSF Graduate Fellowships (CSGrad4US) aim to increase the number of diverse, domestic graduate students pursuing resear… 2021-02-01 19:25:14 Looking forward to reading this! https://t.co/U9NK5xd2OJ 2021-01-30 18:12:31 @j2bryson @lauriesantos @LydiaMHopper @julxf From Franz de Waal's book: "Imitation without reward is of course common in human culture...The macaques on the Arashiyama mountaintop in Japan customarily rub pebbles together. The young learn to do it without any reward other than perhaps the noise associated with it." 2021-01-29 22:37:22 @doctorow Best tweet thread ever. 2021-01-29 18:03:24 The only thing that makes this different from a real person watching a talk is that he doesn't check email on his phone every 5 min or so. https://t.co/RZkxWXFC7J 2021-01-28 18:47:29 @LFeldmanBarrett @AeroSciengineer I think categorization is on a spectrum with analogy and metaphor. Hofstadter: "A concept is a package of analogies". Same with categories. This jibes also with Lakoff's view of metaphor underlying all our abstract concepts. 2021-01-27 19:00:48 @deliprao All the books I read on human and animal behavior make me think this as well. 2021-01-26 23:47:06 RT @C4COMPUTATION: COLLECTIVE INTELLIGENCE is pleased to announce an outstanding Founding Editorial Board. Thanks to all for agreeing to se… 2021-01-26 20:35:02 Mathematical Reasoning workshop at ICLR: https://t.co/tIVYmeQGsr 2021-01-24 19:52:56 @python33r Several people already beat you to it. 2021-01-24 19:08:38 @ACryptberg Reporting you to FBI 2021-01-24 19:01:12 @jonisborn No cheating! 2021-01-24 19:00:38 @ole_b_peters That didn't take long 2021-01-24 18:55:29 Finally! A legal ban on retweets that only contain the word "This". https://t.co/o596ZJwOeV 2021-01-22 20:00:34 @lapublichealth The webpage has link to "Register" for a Mega-Pod, but after we fill out all the information, it takes us to page that says "No appointments available", for every single date. Why can't the website tell us this before we fill out all the info? 2021-01-22 18:42:30 @JohnKaag @PrincetonUPress @AmericanPublish Well-deserved -- I really enjoyed this book. Congratulations! 2021-01-20 00:16:48 @imlisathomas @sherlyholmes Good to hear it's working for some people. All I get now from the site are web page error messages. 2021-01-19 22:35:56 @sherlyholmes Would love to hear if anyone actually succeeds in making an appointment through this website. I have tried to make appt for my parents but just get "no appointments available". 2021-01-19 22:15:04 @sherlyholmes I just went to this website to make appt for my 90+year-old parents in LA County and when trying to make appointment the site says the vaccine is available only to Phase 1a (which doesn't include 65+). Any clarification on this? The help phone number listed just hangs up on me. 2021-01-18 21:52:59 @adityashah2011 No, haven't seen it. 2021-01-16 01:18:17 RT @LittleBimble: Our new paper on unsupervised program synthesis is now out. https://t.co/PuLBTM5ZDl 2021-01-15 22:29:50 @cigitalgem @4Dgifts Can you DM me a screenshot? https://t.co/aCwWIW7fRe 2021-01-14 22:51:59 @dileeplearning I'll let you know when I get to the end of the book :-) 2021-01-14 21:53:00 I am reading Frans de Waal's book, "Are We Smart Enough to Know How Smart Animals Are?" Really interesting! 2021-01-14 17:54:19 @rgblong The Johnson book is also very worthwhile. 2021-01-14 17:50:54 @rgblong Dreyfus, "What Computers Still Can't Do". Also Johnson, "Embodied Mind, Meaning, and Reason" 2021-01-14 02:46:41 Tired: Word embeddings Wired: Bird embeddings https://t.co/uOmSSUPWxh 2021-01-09 01:10:43 @FelixHill84 On this topic: https://t.co/ZLXIFr0rd5… 2021-01-09 01:08:21 RT @emilymbender: Hey #NLProc (and AI folks working on language), can we just ... not? https://t.co/Sf5tojVU3X https://t.co/yfZSNGcNhS 2021-01-08 22:38:09 Sea Shanty TikTok is the best TikTok (h/t @neuroecology) https://t.co/B5Q5dF0rlT 2021-01-06 15:19:31 @pfau Need the next version for that: CHOMSK-E 2021-01-05 02:18:32 RT @sfiscience: Please RT! SFI is hiring a new Administrative Associate for our Office of #AppliedComplexity — if you're as meticulous & 2021-01-04 17:46:20 @benorlin "Value" In ordinary speech, this word is associated with money or other "worth". In mathematics it just means a number. I only realized this difference when my mom questioned the meaning of this word in one of my books. 2021-01-04 17:43:33 Attention all undergrads looking for a fantastic summer research opportunity: https://t.co/XY3oDsBiPe 2021-01-04 17:38:15 @devendratweetin Lol, that sounds like Doug. I got a negative answer from him at first also, but it helped that I had no ideas of my own at the time. Hope you enjoy the rest of the book! 2021-01-02 21:51:04 @ErnestSDavis Could make similar arguments for rest of tasks as well. 2021-01-02 21:50:46 @ErnestSDavis Similar argument for QQP task. Task is, is a given question pair actually asking the same question? 2021-01-02 21:49:06 @ErnestSDavis E.g., MRPC task: "whether each pair captures a paraphrase/semantic equivalence relationship". For a positive ("paraphrase") pair, scrambling second sentence in the pair will yield negative ("not paraphrase") pair most often. But system still answers "positive" ~70% of the time. 2021-01-02 21:41:47 @ErnestSDavis I think if you look at the actual tasks, you will see that they have done that. 2021-01-02 21:40:51 @ErnestSDavis The task in that example is to predict whether the pair of sentences mean the same thing (are "duplicates"). E.g., in part (d) of the figure, the BERT-based system predicts with .77 confidence that Q1 and Q1' are duplicates. 2021-01-02 21:16:44 @ErnestSDavis (or at least to do well on the 5 / 6 tasks they discuss.) 2021-01-02 21:14:31 @ErnestSDavis Suppose hypothesis is: in order to do well on GLUE, a system has to understand the language in the task sentences similar the way humans understand it. These results go against this hypothesis -- they show that such an understanding is not necessary to do well on GLUE. (2/2) 2021-01-02 21:13:26 @ErnestSDavis IMO it's not a strike against BERT but it is a strike against GLUE as a benchmark for testing "natural language understanding". (1/2) 2021-01-02 20:10:14 @ErnestSDavis @anh_ng8 Any thoughts @ErnestSDavis comments? 2021-01-02 16:51:35 New paper testing whether "natural language understanding" benchmarks actually test language understanding. Answer: No. https://t.co/4bZP58RzBh 2021-01-02 04:19:04 Annual AI assessment and predictions by @rodneyabrooks. Always worth a read. https://t.co/6BYq6PwFoj 2020-12-31 21:55:24 Very much worth reading. https://t.co/lwrHUo7uYy 2020-12-30 23:58:10 Great thread on what progress on "natural language understanding" benchmarks means, and how to move forward. https://t.co/n2ZgCat233 2020-12-30 22:21:24 The most striking thing about this article is that NBC news needs to tell readers that the theory is "unfounded". https://t.co/erZ5qSoPeC 2020-12-30 21:38:43 @ChrSzegedy @roydanroy Wow, this gives a whole new meaning to the "Mario effect". https://t.co/TavZJrXQdZ 2020-12-30 21:29:57 @JohnAllenPaulos @aeonmag Thank you! (Note that first author of the article is @C4COMPUTATION) 2020-12-30 20:55:34 @roydanroy @ChrSzegedy Super Mario Math Bros. 2020-12-30 20:49:03 @FelixHill84 And happy new year! 2020-12-30 20:48:55 @FelixHill84 McDermott wrote about this issue in 1976, though he was more concerned with researchers fooling themselves. Worth a read if you haven't already read it. https://t.co/EyQJTHr9z7 2020-12-30 20:38:51 @ChrSzegedy Talented family! 2020-12-30 20:31:41 https://t.co/uM0V2ERJWI 2020-12-30 20:30:38 If only Google Scholar would report an author's Erdős number instead of their h-index. https://t.co/yP8nw70I3c 2020-12-30 20:15:40 @FelixHill84 I don't know who named "GLUE", but if a AI system rivals humans on the "General Language Understanding Evaluation" benchmark, non-experts might infer that the system is in fact doing human-level "General Language Understanding". A wishful mnemonic. 2020-12-30 20:07:06 @JrKibs @emilymbender It's a great question to ask what more is needed, and I don't have a precise answer. But current NLP systems are brittle, use shortcuts, and are vulnerable to adversarial examples. A good benchmark should test for robustness, not just accuracy. See https://t.co/XCluRWlmEn 2020-12-30 19:30:17 Impressive results on these benchmarks, but I fear that calling them "language understanding tasks" is, as Drew McDermott termed it, AI "wishful mnemonics". Are the AI systems that rival humans on these "language understanding" benchmarks actually understanding language at all? https://t.co/64ywFDr9ad 2020-12-29 20:10:17 @neuroecology Very impressive! But not clear if these robots use any ML, or even if they are autonomous or tele-operated by humans. See https://t.co/pd4N3NMAeU for an informative article about Boston Dynamics robots. Also see https://t.co/Bf71GXcpRL 2020-12-28 16:34:50 What are Life's most important lessons? https://t.co/JnbZSlNhsP Includes some thoughts from Life fans (including me) plus very cool graphics.) 2020-12-24 17:51:30 RT @EricTopol: We just had the privilege of an in-depth conversation with Prof Mitchell, a clear-eyed, thought leader in #AI. Her book "AI:… 2020-12-24 17:39:18 I was thrilled for this opportunity to talk about AI with two physician-scholars/writers whom I've long admired, @erictopol and @cuttingforstone https://t.co/U9Q4gW4gmY 2020-12-23 19:18:26 RT @CACMmag: "Insights for AI from the Human Mind," by @GaryMarcus and Ernest Davis, says the #cognitive sciences offer clues on how to bui… 2020-12-23 18:55:01 RT @C4COMPUTATION: The Information Theory of Individuality (ITT) has been selected by Quanta as one of 2020's science breakthroughs. Thanks… 2020-12-23 18:54:56 @C4COMPUTATION @QuantaMagazine @sfiscience Wow, congratulations!! 2020-12-23 01:21:21 @PCMagalhaes Thank you -- I'm really happy to hear that you enjoyed the book! 2020-12-22 22:09:04 @KellerScholl Both -- there's a feedback loop at work here. 2020-12-22 20:58:32 Many students who want to pursue an AI/ML PhD believe: (1) must go to a "top-tier" school to have a successful career 2020-12-22 05:48:41 @IAmSamFin @nicholdav I don't understand the whole scientific publishing ecosystem at all. I just read on NMI's website that they "support the posting of preprints [of submitted articles] on arXiv". If an author can put their NMI paper on arXiv, what incentive would remain for paying the NMI OA fee? 2020-12-22 01:14:20 @AlexTamkin Yup, I signed this -- I believe this was before NMI announced their "open-access option". Was wondering if people had changed their minds on this or if people still felt that the boycott was appropriate. 2020-12-22 01:04:59 @DiogoCortiz Note that authors can choose non-open-access option, in which case no publication fee, but the article is available only to journal subscribers. But you're right, 9500 euros OA cost is pretty insane. I think the journal is assuming that authors have a big grants to pay for this. 2020-12-22 00:56:01 AI/ML academic tweeps, what are your thoughts on reviewing for "Nature Machine Intelligence"? Have any of you refused requests to review there on principle? (The publication fee charged to authors -- "or their funders" -- for their open-access option is €9,500.) 2020-12-21 21:11:01 @neuro_data John McCarthy: “I had to call [the 1956 Dartmouth Workshop] something, so I called it ‘Artificial Intelligence,’ and I had a vague feeling that I’d heard the phrase before, but in all these years I have never been able to track it down." (From https://t.co/a22XlMeMBR) 2020-12-21 17:32:55 @bendee983 Just wondering, why isn't the better analogy with Bell Labs in the mid 1900s, which was deeply dependent on AT& 2020-12-20 22:03:31 Hey @GaryMarcus we're in good company! https://t.co/a8jEOUGGqf 2020-12-20 21:50:44 A few other classics (that I read in high school) that helped push me into science: https://t.co/c0KBUVUByG 2020-12-20 21:38:07 https://t.co/yuGTxmFD4w https://t.co/SPixkTIOBI 2020-12-20 19:23:32 Important discussion. Goes along with this argument: https://t.co/7fGjZlNNO1 https://t.co/TFbnHpwc9R 2020-12-20 17:14:15 @criticalneuro @neuro_data @blamlab @achristensen56 @LLogiaco @shengokai The intellectual highlight of each week for me! 2020-12-19 23:46:27 @adamsafron @dileeplearning @vicariousai Not really biologically plausible, but several groups are working on combining deep nets with program synthesis, e.g., https://t.co/8zyFdwfpYl and https://t.co/chUqYvbQzl 2020-12-19 17:05:09 @evpatora I'm so happy to hear that you enjoyed the book! 2020-12-18 23:58:09 RT @RonWyden: Remember when Senate Republicans blew a $2 trillion hole in the deficit to give a tax cut to corporations, their donors, and… 2020-12-18 23:56:05 RT @DeepMind: Can neural networks learn to perform explanatory & 2020-12-18 23:55:41 RT @TomerUllman: Now officially out in Annual Review, "Bayesian Models of Conceptual Development: Learning as Building Models of the World"… 2020-12-14 20:51:28 A dry Pinot Noir and a dry sense of humor make the best holiday gifts! + = https://t.co/iqigHQKqvT 2020-12-13 01:16:14 RT @carlzimmer: Senator, meet Ugur Sahin and Özlem Türeci: a Turkish immigrant to Germany and the daughter of Turkish immigrants. https://… 2020-12-13 01:13:26 Long, detailed, and really informative post about DeepMind's AlphaFold2: https://t.co/654k60Ozf4 2020-12-13 00:44:46 @criticalneuro @blamlab Left: "This is your brain." Right: "This is your brain on drugs." 2020-12-13 00:34:52 @criticalneuro @blamlab 2020-12-13 00:14:16 Very cool interview, but what's the significance of the two photos @blamlab ? https://t.co/oUFZTKQoV4 2020-12-12 19:36:43 @IrisVanRooij Thanks so much -- I will take a look. 2020-12-12 19:25:03 @IrisVanRooij Got it. But it does seem that randomized algs. can make intractable problems more tractable for at least some instances 2020-12-12 19:13:36 @IrisVanRooij I was wondering if the computational complexity results with randomized algorithms has any relevance to the kinds of issues you were discussing. 2020-12-12 19:13:29 @IrisVanRooij Hi Iris, I'm not at all an expert on randomized algorithms -- I've just seen some results like this: https://t.co/YLB4kcnctm Given that the brain uses randomness in many different ways... 2020-12-10 01:18:28 Feeling down? This hilarious thread of academic travel horror stories will cheer you up, I promise! https://t.co/NzwdP9TfC9 2020-12-09 18:48:38 @fchollet @ChrSzegedy 2020-12-09 18:48:04 @ChrSzegedy I also put this link in the chat on the tutorial webpage. 2020-12-09 18:45:08 #NeurIPS2020 For our tutorial on Abstraction and Reasoning We'll be doing additional Q/A today (Wednesday) at 10pm UTC (2pm Pacific, 5pm Eastern) https://t.co/0c3DBMTH5Y 2020-12-09 18:42:03 RT @ChrSzegedy: Somehow my NeurIPS AI reasoning tutorial is not up on the web page. Here is a direct link: https://t.co/C7MQjnxQ8p https:/… 2020-12-08 02:56:09 @gershbrain @KriegeskorteLab @marieke_mur @TimKietzmann @rogierK @katestorrs @TomerUllman Great list! But one counterpoint: Many people read Hofstadter in grad school and learn a lot! Here's one that I think all CogSci grad students should read: https://t.co/zgdZDF3Q4O 2020-12-08 02:10:32 RT @fchollet: This is Melanie's talk: https://t.co/32MB90qgOt and Christian's talk: https://t.co/aRRpMXcrsa 2020-12-08 02:10:24 RT @fchollet: You can watch my talk from today's NeurIPS tutorial on abstraction & I've entirely r… 2020-12-08 01:09:07 This is a terrific podcast episode that answered so many of my questions about upcoming COVID vaccines -- when, where, how, and most importantly, *why*. Thanks to @ASlavitt !! https://t.co/C3UOJXwTZJ 2020-12-08 00:51:02 You can also go to https://t.co/0c3DBMTH5Y for the videos. Right now only Video 1 and Video 2 are there -- I don't know what happened to Video 3, but hopefully that will be fixed soon. 2020-12-08 00:49:36 Great thread summarizing some of the main ideas of our tutorial. BTW, we'll be doing an additional live Q/A session on Wednesday at 10pm UTC (2pm Pacific, 5pm Eastern, at https://t.co/0c3DBMTH5Y https://t.co/gWovItvqsZ 2020-12-07 21:09:29 @3rdGenNuke Did you see my answer to this in the Rocket Chat? 2020-12-07 20:59:28 @3rdGenNuke Thanks! 2020-12-07 18:12:44 If you're not registered for NeurIPS, you can still access the videos at https://t.co/mSc3qlyhC7 2020-12-07 18:10:36 Our tutorial on "Abstraction & If you're registered for NeurIPS, here is link for the tutorial, plus live Q/A: https://t.co/3c2B5yuy11 2020-12-05 20:47:09 RT @erikasmith: For a great summary of #AI and natural language processing, I highly recommend the @99piorg podcast episode on “The Eliza E… 2020-12-05 17:45:28 @TonyZador From the video it looks like you are re-reading the referee reports 2020-12-05 03:06:58 It sounds like the paper on large language models by @timnitGebru, @emilymbender, et al. is quite interesting and timely. I am looking forward to reading it! The title "On the Dangers of Stochastic Parrots" is great. https://t.co/6tOlNaKxRo 2020-12-05 00:57:57 @roydanroy That's happy hour somewhere. 2020-12-05 00:07:35 @voxelbased @ChrSzegedy @fchollet I think you have the option to watch the videos whenever you want, and to come to live Q/A sessions on Monday or on Wednesday (or both, or neither) 2020-12-04 23:31:00 If you're attending #NeurIPS2020 , come to our tutorial on "Abstraction & Monday Dec. 7. https://t.co/mSc3qlyhC7 2020-12-04 21:20:40 @roydanroy Had to do a lot of replacing "deep queue learning" 2020-12-04 21:04:58 @tyrell_turing Agreed. But it's important to figure out what constraints really matter. Extreme interpretation of Marr leads to Newell & 2020-12-04 21:00:38 Or another take: algorithms can't be as easily separated from biology (or other structural constraints) as Marr believed. I suspect this is true. https://t.co/wOaxwd3aFA 2020-12-04 16:39:57 @mireillemoret @vdignum I can't think of a single field of study whose title has a formal definition that everyone in the field agrees on. 2020-12-04 16:29:29 RT @itsronaldus: 'Artificial Intelligence: A Guide for Thinking Humans' is a very readable book describing beautifully what we take for gra… 2020-12-04 00:49:27 @AlisonGopnik Well-deserved!! Congratulations! 2020-12-03 02:54:21 He also focuses on why structure and dynamics in the brain so often scales with log-normal distribution, and why this is fundamental for learning. 2020-12-03 02:50:57 Fascinating neuroscience talk by György Buzsáki, "The Brain from Inside Out." (h/t @WiringTheBrain ). Well worth your time if you're interested in neuro / cogsci / AI. https://t.co/AGiwMS7M08 Here are his general conclusions: https://t.co/5iPGMngjtP 2020-12-02 22:07:21 "Our main finding is that screening for olfactory dysfunction could break enough transmission chains to decrease R and mitigate outbreaks." https://t.co/xW29DPiyb0 2020-12-02 20:25:46 Highly recommended position for reading it! https://t.co/awCem3cDQQ 2020-12-02 19:58:47 A cautionary take on protein-folding news. https://t.co/ZCcG7DHUgI 2020-12-01 21:47:07 @wn8_nie In addition to the original Bongard problems, I very much like the ARC challenge (from Chollet) precisely because it requires a system to recognize abstract concepts without any special training. This seems to me to be central in the next frontier for AI. 2020-12-01 21:44:41 @wn8_nie This is the big challenge for AI -- to similarly learn abstract concepts that can be applied flexibly without special training. (Here, I would consider your Bongard-LOGO training set to be a form of special training.) 2020-12-01 21:44:14 @wn8_nie Thanks for your replies! Indeed, humans have concepts like convexity, etc. that they can apply in many contexts w/o any special training on those contexts. 2020-11-30 17:58:22 Important point: contrary to some headlines, protein folding is not *solved* in the sense that all protein folds can now be predicted. But the new results are a huge step forward. https://t.co/tnSvlfv3Tq 2020-11-30 16:45:29 RT @QAndPBlog: How close is the field of artificial intelligence to creating computers with general, human-level intelligence? @MelMitchell… 2020-11-30 16:44:22 Yup, this is a big deal! https://t.co/e1HLZoUEA6 2020-11-30 15:46:29 RT @mpshanahan: Historic progress on the protein folding problem by @DeepMind. A fantastic achievement that shows the potential of #AI tech… 2020-11-30 04:36:53 If you're interested in seeing the original Bongard problems, along with hundreds of new ones (all human-created), and pointers to additional discussion, go to https://t.co/XHUjjYQpZs 2020-11-30 04:36:52 However, this brings up a few concerns. (1) procedurally generated problems sometimes provide possibility for unintentional "shortcuts" (e.g., see https://t.co/rC8UjOqEku which demonstrated such shortcuts in procedurally generated Raven's Matrix problems). 2020-11-30 04:36:51 Interesting new benchmark for concept learning and analogy: "Bongard-Logo". I have some thoughts https://t.co/FDeiChPQpp 2020-11-29 22:20:16 @fchollet Sounds like you're describing this: https://t.co/dBcbgVEv5u 2020-11-28 15:25:58 @BalogluMD Thanks! 2020-11-28 02:53:07 @four_hack @WiringTheBrain A lot of it is speculative. I think the conclusion that males tend to vary more along certain traits than females is pretty solid. 2020-11-28 02:26:54 Why are males more likely to be left-handed than females? Excellent explainer from @WiringTheBrain https://t.co/6mkPu3nbCi 2020-11-27 01:44:13 @ezraklein If you're interested in how current AI systems work, and how they actually compare to human intelligence, you might enjoy my recent book on this very topic: https://t.co/2PurH8BLMx 2020-11-27 01:43:16 @ezraklein use that vast data to recreate convincing sounding output on many topics. I think we will gradually attain better intuitions about why these huge language models can do what they do, and also what their limitations are. 2020-11-27 01:40:58 @ezraklein Finally, I think we humans don't have good intuitions about two things regarding GPT-3: the scale of the system and its training data -- in effect how much the system can, and has effectively memorized 2020-11-27 01:37:29 @ezraklein Second, GPT-3 cannot do "much of we do". It can generate paragraphs of human-sounding text, but it doesn't understand what it "says" in any humanlike way. AI is nowhere near being able to do "much of what we do". 2020-11-27 01:35:39 @ezraklein I think your statement is a misunderstanding of what GPT-3 is and what it can do. First, GPT-3 is not "getting better" in any way. It was trained once on a huge amount of text data and then its weights were fixed. It does not improve at all as people use it. 2020-11-26 18:47:28 @autismgadfly Happy Thanksgiving! 2020-11-26 16:35:54 @5tuartreeves Thank you! 2020-11-26 01:12:24 @cigitalgem The paperclip acting was exceptional. 2020-11-25 23:43:29 Sorry for the in-joke. 2020-11-25 23:43:13 Starring Melissa McCarthy, James Corden, and a cast of billions of paperclips https://t.co/qkMezxs1iT 2020-11-25 18:20:42 RT @sfiscience: Today's talk is with neuroscientist #KarlFriston of @ucl, who will offer a heuristic proof suggesting that life is an inevi… 2020-11-24 16:23:35 @seanmcarroll @aaas Awesome news!! Well-deserved. Congratulations. 2020-11-23 16:54:14 @pfau That vaccine just says "I went to school near Boston" 2001-01-01 01:01:01

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