Publication When Does Interaction Help? Representational Tradeoffs in Value-Based Imitation Learning Luca Viano, Antoine Moulin, Audrey Huang, Volkan Cevher, Philip Amortila, Dylan Foster 2026 NeurIPS | December 2026
Publication Who Does What in AI Auditing? Designing Human-AI Collaboration for Auditing Generative AI Eunkyu Park, Markelle Roesti, Wesley Deng, Renata Barreto, Mohammad Tahaei, Kenneth Holstein, Jason I. Hong, Motahhare Eslami September 2026 arXiv | September 2026
Publication Multi-distribution Learning: From Worst-Case Optimality to Lexicographic Min-Max Optimality Guanghui Wang, Umar Syed, Robert E. Schapire, Jacob Abernethy Algorithmic Learning Theory
Publication Use and Effects of LLMs in Peer Review: A Randomized Experiment and Survey at ICML 2026 Sunnie S. Y. Kim, Wesley Deng, Jennifer Wortman Vaughan, Buxin Su, Wei-Jie Su, Alekh Agarwal, Sharon Li, Martin Jaggi, Daniel G. Goldstein, Nihar B. Shah, Miro Dudík September 2026 arXiv | September 2026
Publication TailSFT: Filtered Fine-Tuning Improves Post-Training Performance Sadhika Malladi, Samy Jelassi, Dylan Foster, Jordan Ash, Akshay Krishnamurthy August 2026 arXiv | August 2026
Publication Dion3: Full-Stack Orthogonal Updates Noah Amsel, Jack Zhang, Kwangjun Ahn, Ali Naeimi, Austin Feng, Berlin Chen, Tri Dao, John Langford August 2026 arXiv | August 2026 Github
Publication Full-bandwidth transformer Xi (Ada) Wang, Ziyang Cai, Zheng Zhan, Harry Dong, Ying Fan, Gustavo de Rosa, Tim Pearce, John Langford August 2026 arXiv | August 2026
Publication ENCO: Deploying Production-Scale Engineering Copilots Yiwen Zhu, Mathieu Demarne, Kai Deng, Wenjing Wang, Nutan Sahoo, Hannah Lerner, Anjali Bhavan, Divya Vermareddy, Yunlei Lu, Swati Bararia, William Zhang, Xia Li, Katherine Lin, Miso Cilimdzic, Subru Krishnan 2026 SIGKDD’26 Applied Data Science Track | August 2026
Publication Algorithmic Grammar of Flexible Cognition: A Walk through Latent Operations Ida Momennejad August 2026 Preprint
Publication The Evolution of Digital Search: From Blue Links to Delegated Decision-Making David Rothschild, Nicole Immorlica, Brendan Lucier, Markus Mobius, Aleksandrs Slivkins July 2026 arXiv | July 2026