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EnsemW2S: Enhancing Weak-to-Strong Generalization with Large Language Model Ensembles

In Findings, The 64th Annual Meeting of the Association for Computational Linguistics (ACL), 2026, 2026
Aakriti Agrawal and Mucong Ding and Chenghao Deng and Zora Che and Anirudh Satheesh and Arjun Rajaram and Bang An and C. Bayan Bruss and John Langford and Furong Huang
Publisher's website BibTeX

Towards Mitigating Hallucinations in Large Vision-Language Models by Refining Textual Embeddings

In Findings, The 64th Annual Meeting of the Association for Computational Linguistics (ACL), 2026, 2026
Aakriti Agrawal and Gouthaman KV and Rohith Aralikatti and Gauri Jagatap and Jiaxin Yuan and Sarvesh Baskar and Vijay Kamarshi and Andrea Fanelli and Furong Huang
Publisher's website BibTeX

Teach a Reward Model to Correct Itself: Reward Guided Adversarial Failure Discovery for Robust Reward Modeling

In Main Conference, The 64th Annual Meeting of the Association for Computational Linguistics (ACL), Oral, 2026, 2026
Pankayaraj Pathmanathan and Furong Huang
Publisher's website BibTeX

Advancing Regulation in Artificial Intelligence: An Auction-Based Approach

In The Ninth Annual ACM Conference on Fairness, Accountability, and Transparency (FAccT), 2026, 2026
Marco Bornstein and Zora Che and Suhas Julapalli and Abdirisak Mohamed and Amrit Singh Bedi and Furong Huang
Publisher's website BibTeX

SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?

In Forty-third International Conference on Machine Learning (ICML), 2026, 2026
Udari Madhushani Sehwag and Elaine Lau and Haniyeh Ehsani Oskouie and Shayan Shabihi and Erich Liang and Andrea Sarai Echeverria Toledo and Guillermo A. Mangialardi and Sergio Fonrouge and Ed-Yeremai Hernandez-Cardona and Paula Vergara and Utkarsh Tyagi and Chen Bo Calvin Zhang and Pavi Bhatter and Nicholas E. Johnson and Furong Huang and Ernesto Gabriel Hernández Montoya and Bing Liu
Publisher's website BibTeX

Token-Level LLM Collaboration via FusionRoute

In Forty-third International Conference on Machine Learning (ICML), 2026, 2026
Nuoya Xiong and Yuhang Zhou and Hanqing Zeng and Zhaorun Chen and Furong Huang and Shuchao Bi and Lizhu Zhang and Zhuokai Zhao
Publisher's website BibTeX

Compositional Adversarial Training for Robust Visual Watermarking

In 2nd Workshop on Compositional Learning: Safety, Interpretability, and Agents, ICML 2026, 2026
Anirudh Satheesh and Michael-Andrei Panaitescu-Liess and Andrew Ye Xu and Georgios Milis and Heng Huang and Zikui Cai and Furong Huang
BibTeX

Safety Recovery in Reasoning Models Is Only a Few Early Steering Steps Away

In Forty-third International Conference on Machine Learning (ICML), 2026, 2026
Soumya Suvra Ghosal and Souradip Chakraborty and Vaibhav Singh and Furong Huang and Dinesh Manocha and Amrit Singh Bedi
Publisher's website BibTeX

MAFE: Enabling Equitable Algorithm Design in Multi-Agent Multi-Stage Decision-Making Systems

In Forty-third International Conference on Machine Learning (ICML), 2026, 2026
Zachary McBride Lazri and Anirudh Nakra and Ivan Brugere and Danial Dervovic and Antigoni Polychroniadou and Furong Huang and Dana Dachman-Soled and Min Wu
Publisher's website BibTeX

TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models

In Forty-third International Conference on Machine Learning (ICML), 2026, 2026
Fangxu Yu and Xingang Guo and Lingzhi Yuan and Haoqiang Kang and Hongyu Zhao and Lianhui Qin and Furong Huang and Bin Hu and Tianyi Zhou
Publisher's website BibTeX