Natasha Jaques @natashajaques
Senior Research Scientist at @GoogleAI and Assistant Professor @uwcse. Social Reinforcement Learning in multi-agent and human-AI interactions. PhD from @MIT. natashajaques.ai Seattle, WA Joined June 2009-
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Best ML advice you can get
Many LLM fine-tuning methods. Unclear what you should use & why? In our new paper, we did an extensive study of on-policy RL, supervised & offline contrastive methods (DPO, IPO) to answer this... 🧵⬇️ On-policy > offline, mode-seeking > mode-covering understanding-rlhf.github.io
Curious about socially-intelligent AI? Check out our paper on underlying technical challenges, open questions, and opportunities to advance social intelligence in AI agents: Work w/ @lpmorency, @pliang279 📰Paper: arxiv.org/abs/2404.11023 💻Repo: github.com/l-mathur/socia… 🧵1/9
Welcome to our AI tea talks Singapore series. The very first talk will be given by Prof. Natasha Jaques from UW/Google Deepmind about Reinforcement learning with human feedback. Zoom link: nus-sg.zoom.us/j/84608066438Z… meeting ID: 846 0806 6438 All are welcome to join.…
Mila welcomes this morning's announcement by Canadian Prime Minister @JustinTrudeau of a historic investment of over $2 billion in AI, including a strategic national computing infrastructure, and the establishment of an institute dedicated to AI safety research.
Today’s the day—#HuskyGivingDay, that is! Community support is the key, as gifts of any amount to one of our priority funds will help us “unlock” up to $10K more each toward #UWAllen scholarships, student groups and outreach activities. Let's do this! 💜givingday.uw.edu/o/university-o…
There appears to be a mismatch between publishing criteria in AI conferences and "what actually works". It is easy to publish new mathematical constructs (e.g. new models, new layers, new modules, new losses), but as Apple's MM1 paper concludes: 1. Encoder Lesson: Image…
If you know Torch, I think you can code for GPU now with OpenAI's Triton language. We made some puzzles to help you rewire your brain. Starts easy, but gets quickly to fun modern models like FlashAttention and GPT-Q. Good luck! github.com/srush/Triton-P…
Introducing a new, fully open robotics dataset! - 76k episodes - 564 unique scenes - 100 contributors - 13 labs/institutions - 3 continents droid-dataset.github.io A short 🧵 on the backstory
I’m most excited about our team – @brian_ichter, @svlevine, @hausman_k, @lachygroom, @QuanVng, @SurajNair_1, + a few other amazing people to be shared soon. If you’re interested in joining us, please get in touch! [email protected]
I’m really excited to be starting a new adventure with multiple amazing friends & colleagues. Our company is called Physical Intelligence (Pi or π, like the policy). A short thread 🧵
Historically, much of the gender gap in earnings could be explained by differences in education and occupational choices. However, 2023 economic sciences laureate Claudia Goldin showed that the bulk of this earnings difference is now between men and women in the same occupation,…
When we get to AGI, it will have come slowly, not overnight. A NeurIPS Outstanding Paper award recipient, Are Emergent Abilities of Large Language Models a Mirage? (by @RylanSchaeffer, @BrandoHablando, @sanmikoyejo) studies emergent properties of LLMs, and concludes: "...…
I say this lovingly, because I have nothing but respect for Andrej, however… Silicon Valley is one hell of a drug if *human communication* now receives this sort of characterisation.
I say this lovingly, because I have nothing but respect for Andrej, however… Silicon Valley is one hell of a drug if *human communication* now receives this sort of characterisation.
Super simple code change to get value-based deep RL scale *much* better w/ big models across the board on Atari games, robotic manipulation w/ transformers, LLM + text games, & even Chess! Just use classification loss (i.e., cross entropy), not MSE!! arxiv.org/abs/2403.03950🧵⬇️
He's arguing they have already achieved AGI, and are thus outside the scope of the agreement with Microsoft, which only applies to pre-AGI tech.
Elon Musk has filed a lawsuit against OpenAI for breach of contract, breach of fiduciary duty and unfair business practices, and is asking for OpenAI to revert back to open source, and to share all it's research for the benefit of humanity. courthousenews.com/wp-content/upl…
Introducing Sora, our text-to-video model. Sora can create videos of up to 60 seconds featuring highly detailed scenes, complex camera motion, and multiple characters with vibrant emotions. openai.com/sora Prompt: “Beautiful, snowy…
Have you ever done a dense grid search over neural network hyperparameters? Like a *really dense* grid search? It looks like this (!!). Blueish colors correspond to hyperparameters for which training converges, redish colors to hyperparameters for which training diverges.
One of the most striking US/Canada differences is that Canadian elites didn't have to get past the US college admissions filter (essays, extracurricular awards, etc.), and relatedly, academically-minded Canadian teenagers don't optimize their lives for college admissions. Has…
Eric Jang @ericjang11
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Rosanne Liu @savvyRL
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Sergey Levine @svlevine
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Karol Hausman @hausman_k
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Pablo Samuel Castro @pcastr
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Prof. Anima Anandkuma.. @AnimaAnandkumar
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Rahul @trsam97
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Robert @robertirv1
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ANUBHAV CHATURVEDI @anubhavchaturvd
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Naveen @NaveenPldcoach
447 Followers 2K Following HR & OD professional,a data science Practioner. I take my milk from many cows,but I make my own butter.🌏 is a giant 🎪, we 🤡s.
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Tony Cheung @tonyckq
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Sitiporn Lim @sitXporation
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268 Followers 730 Following Grad @UTAustin | ML | Systems | Researcher | Lifelong Learner | Computational Scientist👩💻| Growth Mindset | Chennai🏡
My Student Club @Mananbhansali42
0 Followers 31 Following
Soumith Chintala @soumithchintala
187K Followers 883 Following Cofounded and lead @PyTorch at Meta. Also dabble in robotics at NYU. AI is delicious when it is accessible and open-source.
Eric Jang @ericjang11
69K Followers 3K Following physical AGI at 1X. Author of "AI is Good for You" https://t.co/eFg4WXhg0p
Rosanne Liu @savvyRL
33K Followers 968 Following Cofounded & running @ml_collective. Host of Deep Learning Classics & Trends. Research at Google DeepMind. DEI/DIA Chair of ICLR & NeurIPS. Writing https://t.co/IbycyGfnDR
Sergey Levine @svlevine
80K Followers 122 Following Associate Professor at UC Berkeley Co-founder, Physical Intelligence
Eugene Vinitsky @EugeneVinitsky
13K Followers 2K Following Lets make multi-agent learning easy. Anti-cynic. RS at Apple, Asst. Prof at @nyutandon. He/him. Anonymous feedback: https://t.co/Mmmg7uPm1t
Kosta Derpanis @CSProfKGD
48K Followers 197 Following #CS Associate Prof @YorkUniversity, #ComputerVision Scientist Samsung #AI, @VectorInst Faculty Affiliate, TPAMI AE, #CVPR2024/#ECCV2024 Publicity Co-chair
Gautam Kamath @thegautamkamath
44K Followers 507 Following Assistant Prof of CS @UWaterloo, Faculty @VectorInst, Canada @CIFAR_News AI Chair. Co-EiC @TmlrOrg. I lead @TheSalonML. Privacy, robustness, machine learning.
Noam Brown @polynoamial
34K Followers 612 Following Researching reasoning @OpenAI | Co-created Libratus/Pluribus, the first superhuman no-limit poker AIs | Co-created CICERO | PhD from @SCSatCMU
Jia-Bin Huang @jbhuang0604
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Kyunghyun Cho @kchonyc
61K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre PC at @nyuniversity (@CILVRatNYU) & @genentech (@PrescientDesign).
Danijar Hafner @danijarh
14K Followers 869 Following Building AI that makes autonomous decisions using world models, artificial curiosity, and temporal abstraction @DeepMind
Karol Hausman @hausman_k
22K Followers 141 Following @Physical_int ex: researcher @GoogleAI/@DeepMind, adj. Prof. @Stanford. Into robots, AI, NBA, philosophy, soccer and almond croissants. 🇵🇱🇺🇸
NeurIPS Conference @NeurIPSConf
112K Followers 35 Following New Orleans, Dec 10-16, 23. https://t.co/ga8aOw615g Tweets to this account are not monitored. Please send feedback to [email protected].
Pablo Samuel Castro @pcastr
10K Followers 813 Following Señor swesearcher @ Google DeepMind. Adjunct prof @ U de Montreal & Mila. Musician. From 🇪🇨 living in 🇨🇦.
Sara Hooker @sarahookr
39K Followers 7K Following I lead @CohereForAI. Formerly Research @Google Brain @GoogleDeepmind. ML Efficiency at scale, LLMs, @trustworthy_ml. Changing spaces where breakthroughs happen.
Dan Roy @roydanroy
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Shane Gu @shaneguML
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167K Followers 82 Following VP of Research & Deep Learning Lead, Google DeepMind. Gemini co-lead. Past: AlphaStar, AlphaFold, AlphaCode, WaveNet, seq2seq, distillation, TF.
Animesh Garg @animesh_garg
21K Followers 1K Following Foundation Models for Generalizable Autonomy. Assistant Professor in AI Robotics @GeorgiaTech + @NvidiaAI. prev @Stanford @berkeley_ai @UofTCompSci
Leena Mathur @lmathur_
624 Followers 910 Following PhD student @SCSatCMU @LTIatCMU. I work on multimodal AI, embodied AI, & human-machine interaction w/ @lpmorency. prev @USC, @Caltech, @EPFL
Banghua Zhu @BanghuaZ
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Oren Etzioni @etzioni
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The Nobel Prize @NobelPrize
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Christian Schroeder d.. @casdewitt
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Tianmin Shu @tianminshu
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Mickel Liu @mickel_liu
101 Followers 235 Following research visiting @uwnlp, Prev: @PKU1898, @uoftengineering RL + LLM
Greg Serapio-García @gregserapio
277 Followers 597 Following computational social psych + responsible AI + LLM research @Gates_Cambridge @Cambridge_Uni | prev. @GoogleDeepMind @GoogleAI | he/him/they 🏳️🌈
Sholto Douglas @_sholtodouglas
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Beff Jezos — e/acc .. @BasedBeffJezos
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Fei Xia @xf1280
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Erik Brynjolfsson @erikbryn
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Nitish Srivastava @nitishsr
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Jeff Donahue @jeffdonahue
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James Medlock @jdcmedlock
102K Followers 2K Following Tax enthusiast. Hyperinflation doubter. Soc dem in the streets, market socialist in the sheets. 🧦🏗️
Aella @Aella_Girl
205K Followers 370 Following ⚜️whorelord⚜️, vexworker, survey artist, way too earnest Discord: https://t.co/S1MaMdCwyK
Roger Grosse @RogerGrosse
10K Followers 751 Following
Nan Jiang @nanjiang_cs
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Science Is Strategic @scienceisstrat1
44K Followers 4K Following Science and technology are our best weapons against Covid-19, climate change, cancer, neurodegenerative diseases, diabetes and more.
Andrew Critch (h/acc) @AndrewCritchPhD
3K Followers 181 Following Human being; trying to do good; views my own; CEO @ Encultured; AI Researcher @ UC Berkeley.
Edward Hughes @edwardfhughes
716 Followers 403 Following #OpenEndedness. Staff Research Engineer @GoogleDeepMind, Visiting Fellow @LSEnews, Advisor @coop_ai, Choral Director @GodwineChoir. Views my own.
Tobias Gerstenberg @tobigerstenberg
4K Followers 867 Following Tea drinking assistant professor in cognitive psychology @Stanford.
Emily Oster @ProfEmilyOster
109K Followers 283 Following Data-Driven Pregnancy and Parenting Economist @BrownUniversity Author #ExpectingBetter, #Cribsheet, #FamilyFirm, #TheUnexpected CEO of https://t.co/Q4hHIERBD5 👇
Katelyn Mei @MeiKatelyn
143 Followers 869 Following PhD student in information science @UW| Human-AI interaction |psychology & mathematics | @Middlebury’22
Waterloo's Cheriton S.. @UWCheritonCS
2K Followers 405 Following The twitter account of the David R. Cheriton School of Computer Science.
Benedikt Bünz @benediktbuenz
10K Followers 728 Following Chief Scientist @espressosys ☕️ (WE ARE HIRING) Assistant Professor Computer Science @NYU_Courant
Stephen McAleer @McaleerStephen
3K Followers 808 Following Postdoc at CMU researching LLM agents and AI alignment
Allen School @uwcse
10K Followers 3K Following The Paul G. Allen School of Computer Science & Engineering educates tomorrow's innovators while developing solutions to humanity's greatest challenges.
Pierre-Yves Oudeyer @pyoudeyer
6K Followers 2K Following Research director @inria, Head of @flowersInria lab, prev. @MSFTResearch @SonyCSLParis #DevelopmentalAI #curiosity #autotelicAI #language #selforganization
SynthLabs @synth_labs
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Bukenya Lukman @UgandanDev
851 Followers 4K Following Software Engineer, Data Scientist and ML Engineer. Research Enthusiast For NLP , Computer Vision and Compiler Design. PostGrad Student.
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Last year, a study came out showing a plateau in the earnings-IQ relationship in Sweden. I failed to replicate that finding with American data and it has now failed to replicate in both Norwegian and Finnish data. The relationship is actually steeper for high earners!
never thought i'd be featured in the financial times, but if i am going to be featured, i'm glad it's because of my crazy commute! 😂 ft.com/content/26b552…
@y0b1byte But better data is unknown so you approximate it with moar data
Best ML advice you can get
Many LLM fine-tuning methods. Unclear what you should use & why? In our new paper, we did an extensive study of on-policy RL, supervised & offline contrastive methods (DPO, IPO) to answer this... 🧵⬇️ On-policy > offline, mode-seeking > mode-covering understanding-rlhf.github.io
Curious about socially-intelligent AI? Check out our paper on underlying technical challenges, open questions, and opportunities to advance social intelligence in AI agents: Work w/ @lpmorency, @pliang279 📰Paper: arxiv.org/abs/2404.11023 💻Repo: github.com/l-mathur/socia… 🧵1/9
Feeling more motivated than ever to demonstrate how AI can be a creative tool for musicians that rewards skill, while providing an on-ramp the next generation of musicians to innovate. Talk is cheap!
Happy to announce DreamFusion, our new method for Text-to-3D! dreamfusion3d.github.io We optimize a NeRF from scratch using a pretrained text-to-image diffusion model. No 3D data needed! Joint work w/ the incredible team of @BenMildenhall @ajayj_ @jon_barron #dreamfusion
Programming is thinking + syntax. Maybe 90% thinking and 10% syntax. While you can automate away syntax, you can only ever outsource thinking to someone/something that can think. Attempts to outsource thinking to a syntax generator do not end well.
Re: NeurIPS high school track discourse: high school students doing AI research is great actually and the earlier they learn technical material and research skills, the better. Students waste too many years doing homework instead of fulfilling, rewarding things.
Welcome to our AI tea talks Singapore series. The very first talk will be given by Prof. Natasha Jaques from UW/Google Deepmind about Reinforcement learning with human feedback. Zoom link: nus-sg.zoom.us/j/84608066438Z… meeting ID: 846 0806 6438 All are welcome to join.…
GPT-4 reasoning has been further improved
Majorly improved GPT-4 Turbo model available now in the API and rolling out in ChatGPT.
Mila welcomes this morning's announcement by Canadian Prime Minister @JustinTrudeau of a historic investment of over $2 billion in AI, including a strategic national computing infrastructure, and the establishment of an institute dedicated to AI safety research.
Looks like along with the great talent in Canada we are going to get even more compute! I am looking forward to training bigger foundtional models for robotics.
Mila welcomes this morning's announcement by Canadian Prime Minister @JustinTrudeau of a historic investment of over $2 billion in AI, including a strategic national computing infrastructure, and the establishment of an institute dedicated to AI safety research.
The US would be much stronger if it were more welcoming of talented people to come, work, and stay here. My parents were just barely able to immigrate here (bringing me with them). Had things turned out slightly differently, I would not be here today.
If this were a science paper, you would expect a country that picks its science workforce at random as a “weak baseline” and a leading nation like the US to actively experiment towards state-of-the-art, or at least beat the baseline. Not providing a guaranteed path for…
It's interesting how subfields can sustain themselves self-referentially even as they become disconnected from the problem they were originally solving
Today’s the day—#HuskyGivingDay, that is! Community support is the key, as gifts of any amount to one of our priority funds will help us “unlock” up to $10K more each toward #UWAllen scholarships, student groups and outreach activities. Let's do this! 💜givingday.uw.edu/o/university-o…
Many AI labs are training "automated scientists", i.e. agents that discover things about the world, propose and test hypotheses, read your tensorboard/wandb tea leaves, etc. But hindsight is 20/20 when training on the Internet - such agents can easily memorize all prior…
Just for today... Tired: Rick roll Wired: new job announcement Hired: raise scores of all ICML papers you're reviewing to 9s
Self-driving! Multi-agent learning! RL on 100 deployed cars! I will tell you about all of these things
Upcoming AI seminar!🤖8th of April 5:00 pm @EugeneVinitsky (@nyutandon / @Apple) will talk about real-world reinforcement learning in multi-agent systems. 📍@ICComputing, hybrid event with in-person networking Registration & details: eventbrite.com/e/imperial-col…
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