Research
Publications
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- Date
- Title
- Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web
- Authors
- Hiroki Furuta, Yutaka Matsuo, Aleksandra Faust, Izzeddin Gur
- Venue
- Transactions on Machine Learning Research (TMLR)
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- Date
- Title
- Machine Unlearning Doesn’t Do What You Think: Lessons for Generative AI Policy, Research, and Practice
- Authors
- A. Feder Cooper, Christopher A. Choquette-Choo, Miranda Bogen, Matthew Jagielski, Katja Filippova, Ken Ziyu Liu, Alexandra Chouldechova, Jamie Hayes, Yangsibo Huang, Niloofar Mireshghallah, Ilia Shumailov, Eleni Triantafillou, Peter Kairouz, Nicole Mitchell, Percy Liang, Daniel E. Ho, Yejin Choi, Sanmi Koyejo, Fernando Delgado, James Grimmelmann, Vitaly Shmatikov, Christopher De Sa, Solon Barocas, Amy Cyphert, Mark Lemley, danah boyd, Jennifer Wortman Vaughan, Miles Brundage, David Bau, Seth Neel, Abigail Z. Jacobs, Andreas Terzis, Hanna Wallach, Nicolas Papernot, Katherine Lee
- Venue
- arXiv
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- Date
- Title
- What type of inference is planning?
- Authors
- Miguel Lazaro-Gredilla, Li Yang Ku, Kevin Murphy, Dileep George
- Venue
- NeurIPS 2024
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- Date
- Title
- Mastering Board Games by External and Internal Planning with Language Models
- Authors
- John Schultz, Jakub Adamek, Matej Jusup, Marc Lanctot, Michael Kaisers, Sarah Perrin, Daniel Hennes, Jeremy Shar, Cannada Lewis, Anian Ruoss, Tom Zahavy, Petar Veličković, Laurel Prince, Satinder Singh, Eric Malmi, Nenad Tomašev
- Venue
- arXiv
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- Date
- Title
- How Well Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts?
- Authors
- Sohee Yang, Nora Kassner, Elena Gribovskaya, Sebastian Riedel, Mor Geva
- Venue
- arXiv
-
- Date
- Title
- Understanding LLM Embeddings for Regression
- Authors
- Eric Tang, Bangding Yang, Xingyou Song
- Venue
- arXiv
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- Date
- Title
- AI can help humans find common ground in democratic deliberation
- Authors
- Michael Henry Tessler†, Michiel A Bakker†, Daniel Jarrett, Hannah Sheahan*, Martin Chadwick, Raphael Koster, Georgina Evans, Lucy Campbell-Gillingham, Teddy Collins*, David C Parkes*, Matthew Botvinick, Christopher Summerfield*
- Venue
- Science
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- Date
- Title
- Prompting Considered Harmful
- Authors
- Meredith Ringel Morris
- Venue
- Communications of the ACM
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- Date
- Title
- Predicting from Strings: Language Model Embeddings for Bayesian Optimization
- Authors
- Tung Nguyen, Qiuyi Zhang, Bangding Yang, Chansoo Lee, Jorg Bornschein, Yingjie Miao, Sagi Perel, Yutian Chen, Xingyou Song
- Venue
- arXiv
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- Date
- Title
- Diffusion model predictive control
- Authors
- Stannis Zhou, Siva Swaminathan, Rajkumar Vasudeva Raju, Swaroop Guntupalli, Wolfgang Lehrach, Joseph Ortiz, Antoine Dedieu, Miguel Lazaro-Gredilla, Kevin Murphy
- Venue
- arXiv
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- Date
- Title
- Geometric-Averaged Preference Optimization for Soft Preference Labels
- Authors
- Hiroki Furuta, Kuang-Huei Lee, Shixiang Shane Gu, Yutaka Matsuo, Aleksandra Faust, Heiga Zen, Izzeddin Gur
- Venue
- NeurIPS 2024
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- Date
- Title
- Learned feature representations are biased by complexity, learning order, position, and more
- Authors
- Andrew Lampinen, Stephanie Chan, Katherine Hermann
- Venue
- Transactions on Machine Learning Research (TMLR)
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- Date
- Title
- Michelangelo: Long Context Evaluations Beyond Haystacks via Latent Structure Queries
- Authors
- Kiran Vodrahalli, Santiago Ontanon, Nilesh Tripuraneni, Kelvin Xu, Sanil Jain, Rakesh Shivanna, Jeffrey Hui, Nishanth Dikkala, Mehran Kazemi, Bahar Fatemi, Rohan Anil, Ethan Dyer, Siamak Shakeri, Roopali Vij, Harsh Mehta, Vinay Ramasesh, Quoc Le, Ed Chi, Yifeng Lu, Orhan Firat, Angeliki Lazaridou, Jean-Baptiste Lespiau, Nithya Attaluri, Kate Olszewska
- Venue
- arXiv
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- Date
- Title
- The Vizier Gaussian Process Bandit Algorithm
- Authors
- Xingyou Song, Qiuyi Zhang, Chansoo Lee, Emily Fertig, Tzu-Kuo Huang, Lior Belenki, Greg Kochanski, Setareh Ariafar, Srinivas Vasudevan, Sagi Perel, Daniel Golovin
- Venue
- arXiv
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- Date
- Title
- Swim till you sink: Computing the limit of a game
- Authors
- Rashida Hakim, Jason Milionis, Christos Papadimitriou, Georgios Piliouras
- Venue
- arXiv
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- Date
- Title
- The Probabilities Also Matter: A More Faithful Metric for Faithfulness of Free-Text Explanations in Large Language Models
- Authors
- Noah Y. Siegel, Oana-Maria Camburu, Nicolas Heess, Maria Perez-Ortiz
- Venue
- ACL 2024
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- Date
- Title
- Achieving Human Level Competitive Robot Table Tennis
- Authors
- David B. D'Ambrosio, Saminda Abeyruwan, Laura Graesser, Atil Iscen, Heni Ben Amor, Alex Bewley, Barney J. Reed, Krista Reymann, Leila Takayama, Yuval Tassa, Krzysztof Choromanski, Erwin Coumans, Deepali Jain, Navdeep Jaitly, Natasha Jaques, Satoshi Kataoka, Yuheng Kuang, Nevena Lazic, Reza Mahjourian, Sherry Moore, Kenneth Oslund, Anish Shankar, Vikas Sindhwani, Vincent Vanhoucke, Grace Vesom, Peng Xu, and Pannag R. Sanketi
- Venue
- arXiv
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- Date
- Title
- Pre-trained Gaussian processes for Bayesian optimization
- Authors
- Zi Wang, George E. Dahl, Kevin Swersky, Chansoo Lee, Zachary Nado, Justin Gilmer, Jasper Snoek, Zoubin Ghahramani
- Venue
- JMLR
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- Date
- Title
- Mixture of Nested Experts: Adaptive Processing of Visual Tokens
- Authors
- Gagan Jain, Nidhi Hegde, Aditya Kusupati, Arsha Nagrani, Shyamal Buch, Prateek Jain, Anurag Arnab, Sujoy Paul
- Venue
- arXiv
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- Date
- Title
- Levels of AGI for Operationalizing Progress on the Path to AGI
- Authors
- Meredith Ringel Morris, Jascha Sohl-dickstein, Noah Fiedel, Tris Warkentin, Allan Dafoe, Aleksandra Faust, Clement Farbaret, Shane Legg
- Venue
- ICML 2024