Sham Kakade @ShamKakade6
Harvard Professor. Full stack ML and AI. Co-director of the Kempner Institute for the Study of Artificial and Natural Intelligence. sham.seas.harvard.edu Joined December 2018-
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Happy to help make this intro - I've been having a great time at the @KempnerInst so far! Every meeting has been fun and interesting! The biggest stress I've had has been the freedom - which highlights my need to answer the question: Who do I want to be going forward?
Happy to help make this intro - I've been having a great time at the @KempnerInst so far! Every meeting has been fun and interesting! The biggest stress I've had has been the freedom - which highlights my need to answer the question: Who do I want to be going forward?
Cool. The space is fantastic and it’s so exciting to see the community in action in there.
In new work (with Tian Qin, @vyasnikhil96, @boazbaraktcs, and @EdelmanBen), we show that LLMs can identify their own epistemic uncertainty in free-form text, suggesting new approaches for combating hallucinations. (1/6) Paper: arxiv.org/abs/2402.03563 Blog: bit.ly/3U2emAP
New Deeper Learning blog post: a linear probe can unlock LM's metacognitive capability to distinguish tokens that are "knowable" from tokens where its predictions can't be improved. bit.ly/3U2emAP @gahdritz, Tian Qin, @vyasnikhil96, @boazbaraktcs, @EdelmanBen #AI #LLM
New initiative from @let4all - Office Hours! I (along with @thegautamkamath and Ellen Vitercik) will be holding bi-weekly office hours starting next week. Open to chat about research, navigating academic life, and anything else!
New initiative from @let4all - Office Hours! I (along with @thegautamkamath and Ellen Vitercik) will be holding bi-weekly office hours starting next week. Open to chat about research, navigating academic life, and anything else!
Gecko elastic embeddings powered by Matryoshka🪆 announced today at @Google CloudNext today! Available through Cloud (Vertex) and Google AI Studio. developers.googleblog.com/2024/04/gemini…
Can’t wait to work with this amazing new cohort!
How do induction heads / in-context learning emerge? We study a new synthetic task to better understand how these circuits evolve (in stages!) over time. w/ @EdelmanBen, @SurbhiGoel_, @EranMalach & Nikos Tsilivis Blog: unprovenalgos.github.io/statistical-in… Paper: arxiv.org/abs/2402.11004 (1/7)
We are thrilled to congratulate the #KempnerInstitute's @HSompolinsky for winning the prestigious @BrainPrize, the world's largest #brainresearch prize - awarded to researchers with ground-breaking impact on #neuroscience! bit.ly/4ahBMJl @HarvardGSAS @harvardphysics
📢 New @Harvard Seminar Series on Efficient ML! 👇 Thanks @schwarzjn_ for spearheading this effort! @HarvardDBMI @KempnerInst @Harvard_data @Harvardmed @zakkohane @ShamKakade6 🎓 Check out a phenomenal speaker lineup with an opening by LLM superstars @sarahookr @cohere and…
📢 New @Harvard Seminar Series on Efficient ML! 👇 Thanks @schwarzjn_ for spearheading this effort! @HarvardDBMI @KempnerInst @Harvard_data @Harvardmed @zakkohane @ShamKakade6 🎓 Check out a phenomenal speaker lineup with an opening by LLM superstars @sarahookr @cohere and…
We propose Q-probe, a simple technique that improves coding and alignment for LLM, without requiring fine-tuning!. The idea is to learn a "task vector" in the hidden space and use it to select from multiple candidate generations. arxiv.org/abs/2402.14688
Big congrats tot he 2024 Sloan Research Fellows!
Excited to share our review on the successor representation and two important generalizations: successor features and successor models! These provide answers spanning AI, cognitive science, and neuroscience for how agents can efficiently reuse their knowledge in new situations
Calling all @Harvard undergrads interested in the study of intelligence: our summer research program’s application deadline is Feb. 14! More details: bit.ly/3GruS76 #KempnerInstitute @EllaBatty @ShamKakade6 @blsabatini
Retweet after me...
Repeat After Me: Transformers are Better than State Space Models at Copying Transformers are Better than State Space Models at Copying
Repeat After Me: Transformers are Better than State Space Models at Copying Transformers are Better than State Space Models at Copying
It was a great talk with an engaged audience!
We just shared a new larger and improved Code Llama 70B parameter model. With every release, we have better generation quality, but also a better sense of how to make these models safe.
We just shared a new larger and improved Code Llama 70B parameter model. With every release, we have better generation quality, but also a better sense of how to make these models safe.
Pace of progress in AI is lightning! @OpenAI released MRL style text embeddings, mirroring our NeurIPS '22 paper (w/ awesome folks from UW and Harvard). However, as an advocate of open science, I am a bit disappointed with rebranding to "shortening embs" without ref to MRL 1/n
Pace of progress in AI is lightning! @OpenAI released MRL style text embeddings, mirroring our NeurIPS '22 paper (w/ awesome folks from UW and Harvard). However, as an advocate of open science, I am a bit disappointed with rebranding to "shortening embs" without ref to MRL 1/n
Clément Canonne @ccanonne_
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265 Followers 177 Following Research Fellow, Kempner Institute, Harvard UniversityAK @_akhaliq
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6K Followers 226 Following Assistant Professor at Harvard | Faculty @Harvard @KempnerInst AI | Faculty @broadinstitute @harvard_data | Cofounder @ProjectTDC | @AI_for_Sciencekarel svoboda @svoboda314
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612 Followers 71 Following Professor at NYU; Scientific Director, Ctr for Computational Neurocience, Flatiron Institute. Research in Computational Vision (neurons, perception, machines).Gecko elastic embeddings powered by Matryoshka🪆 announced today at @Google CloudNext today! Available through Cloud (Vertex) and Google AI Studio. developers.googleblog.com/2024/04/gemini…
Excited for a sneak peek of the new @PUArtMuseum at Princeton University! #princetonbuilds
Warm welcome to the awesome @SurbhiGoel_ !
Welcome to our newest @WarrenCntrPenn faculty affiliate- @CIS_Penn Asst. Professor @SurbhiGoel_! Surbhi's research is at the intersection of computer science and #MachineLearning, developing theoretical foundations for modern machine learning paradigms. surbhigoel.com
I like to think of myself as a researcher, but almost certainly the most valuable use of my time is writing US Visa letters.
@BingbinL @KempnerInst So excited to see all the amazing things you will do at Kempner! 🌸
Life update: I will be defending my thesis in May, doing a summer intern @nvidia pretraining some LLMs and am very excited to be starting @KempnerInst in the fall!
Thrilled to announce the 2024 recipients of #KempnerInstitute Research Fellowships: Thomas Fel, Mikail Khona, Bingbin Liu, Isabel Papadimitriou, Noor Sajid, & Aaron Walsman! bit.ly/4aBQ6MS @Napoolar @KhonaMikail @BingbinL @isabelpapad @nsajidt @aaronwalsman
Thanks for picking our project as a finalist in the @withBackdrop hackathon! Motivated by my own issue of not having enough time to code and analyze my data, I got this idea! This hobbyist project has consumed basically all my late nights and free time since the New Year, but it…
@huggingface Next up, AutoDataScientist: Your personal GPT-based data scientist that analyzes your data right where it lives, on your local machine. The future of data science is here, and it's local. Built by @WangBinxu with @OpenAI buff.ly/4ahgvj0
Proud advisor moment. Congrats to @KempnerInst for recruiting the amazing @BingbinL !
Thrilled to announce the 2024 recipients of #KempnerInstitute Research Fellowships: Thomas Fel, Mikail Khona, Bingbin Liu, Isabel Papadimitriou, Noor Sajid, & Aaron Walsman! bit.ly/4aBQ6MS @Napoolar @KhonaMikail @BingbinL @isabelpapad @nsajidt @aaronwalsman
I strongly believe that the U.S. is at its best when it brings in talented scientists and engineers from all over the world to study, to be hired into companies to push forward our most advanced science and engineering efforts, and to start new U.S.-based companies. We should…
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…
What a cohort and @KempnerInst is lucky to have @aaronwalsman! Looking forward to "hakte" AI research that shall come out 😉 📢📢PSA: Folks in Boston area (Harvard, MIT, BU, NE ....) If Aaron ever teaches a course, do not miss it. I repeat DO NOT MISS IT!
Thrilled to announce the 2024 recipients of #KempnerInstitute Research Fellowships: Thomas Fel, Mikail Khona, Bingbin Liu, Isabel Papadimitriou, Noor Sajid, & Aaron Walsman! bit.ly/4aBQ6MS @Napoolar @KhonaMikail @BingbinL @isabelpapad @nsajidt @aaronwalsman
Extremely honored and excited to be starting as a research fellow at @KempnerInst! Looking forward to becoming part of the community; please do reach out if you are around! 😊
Thrilled to announce the 2024 recipients of #KempnerInstitute Research Fellowships: Thomas Fel, Mikail Khona, Bingbin Liu, Isabel Papadimitriou, Noor Sajid, & Aaron Walsman! bit.ly/4aBQ6MS @Napoolar @KhonaMikail @BingbinL @isabelpapad @nsajidt @aaronwalsman
“The Fiscal Impact of Immigration in the United States” - new Cato paper. 248-pages about the fiscal effects of immigrants & natives. Taxes, benefits, and more. Immigrants have a positive net-fiscal impact (w/ caveats). 🧵 . . . cato.org/white-paper/fi… #catoimmigration
I can't wait to see AlphaZero-0K, the AI that beats you with weakest possible moves in order to minimize the amount of training data one can extract from its moves.
“This is a major technical breakthrough. It is the biggest improvement in matrix multiplication we’ve seen in more than a decade.” — William Kuszmaul, a theoretical computer scientist at Harvard University trib.al/NR3TCzE
High-skilled immigration is a major reason why the US leads the world in AI. We should double down on it.
going to @CosyneMeeting for the first time. Hoping to make new research friends. Feel free to dm me if you want to chat some things I think are cool: social cognition/behavior, deep reinforcement learning, predictive representations
@SimonShaoleiDu @SloanFoundation Congrats! And looking fwd to your visit :)
Honored to become a 2024 #SloanFellow. Thanks to @SloanFoundation and to all my students and collaborators for their amazing work!
We have today announced the names of the 2024 Sloan Research Fellows! Congratulations to these 126 outstanding early-career researchers: sloan.org/fellowships/20…
Calling all @Harvard undergrads interested in the study of intelligence: our summer research program’s application deadline is Feb. 14! More details: bit.ly/3GruS76 #KempnerInstitute @EllaBatty @ShamKakade6 @blsabatini
With all the recent hype around 🪆Matryoshka Representation Learning 🪆(Thanks @OpenAI !), I finally put my longstanding plan of writing a detailed blog about MRL to action aniketrege.github.io/blog/2024/mrl/ This blog is NOT a paper walkthrough (see @RitvikRastogi19 for that!) (1/7)