Publication Dyna-Mind: Learning to Simulate from Experience for Better AI Agents Xiao Yu, Baolin Peng, Michel Galley, Hao Cheng, Qianhui Wu, Janardhan Kulkarni, Suman Nath, Zhou Yu, Jianfeng Gao ICLR 2026 | October 2025 Under review as a conference paper at ICLR 2026
Publication Saving SWE-Bench: A Benchmark Mutation Approach for Realistic Agent Evaluation Spandan Garg, Benjamin Steenhoek, Yufan Huang ArXiv | October 2025
Publication All claims are equal, but some claims are more equal than others: Importance-sensitive factuality evaluation of LLM generations Miriam Wanner, Leif Azzopardi, Paul Thomas, Soham Dan, Ben Van Durme, Nick Craswell October 2025 arXiv | October 2025 preprint arXiv:2510.07083
Publication ConDABench: Interactive Evaluation of Language Models for Data Analysis Avik Dutta, Priyanshu Gupta, Hosein Hasanbeig, Rahul Singh, Harshit Nigam, Sumit Gulwani, Arjun Radhakrishna, Gustavo Soares, Ashish Tiwari Multi Turn Interaction Workshop @ NeurIPS'25 | October 2025
Publication h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning S. Motwani, Alesia Ivanova, Ziyang Cai, Philip Torr, Riashat Islam, Shital Shah, Christian Schröder de Witt, Charles London ICML 2026 | October 2025
Publication Expanding the Action Space of LLMs to Reason Beyond Language Zhongqi Yue, Weishi Wang, Yundaichuan Zhan, Juncheng Li, Daniel Dahlmeier, Fredrik D. Johansson October 2025 arXiv | October 2025
Publication Position: Towards Responsible Evaluation for Text-to-Speech Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen ICML 2026 | October 2025
Publication Reward Model Perspectives: Whose Opinions Do Reward Models Reward? Elle Empirical Methods in Natural Language Processing | October 2025
Publication NorMuon: Making Muon more efficient and scalable Zichong Li, Liming Liu, Chen Liang, Weizhu Chen, Tuo Zhao ICML 2026 | October 2025
Publication Vipera: Blending Visual and LLM-Driven Guidance for Systematic Auditing of Text-to-Image Generative AI Yanwei Huang, Wesley Deng, Sijia Xiao, Motahhare Eslami, Jason I. Hong, Arpit Narechania, Adam Perer Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems | October 2025