Publication “So There’s a Catch-22 Here”: How Early Adopters Who Build Multi-Agent LLM Systems Conceptualize Transparency Suchismita Naik, Samir Passi, Mihaela Vorvoreanu, Scott Saponas, Amanda K. Hall June 2026 arXiv | June 2026
Publication Auto-Relate: A Unified Approach to Discovering Reliable Functional Relationships Leveraging Statistical Tests Ziyan Han, Yeye He, Shuyuan Kang, Min Xie, Weiwei Cui, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri, Rui Mao, Jianbin Qin June 2026 arXiv | June 2026
Publication Retrospective Harness Optimization: Improving LLM Agents via Self-Preference over Trajectory Rollouts Wenbo Pan, Shujie Liu, Chin-Yew Lin, Jingying Zeng, Xianfeng Tang, Xiangyang Zhou, Yan Lu, Xiaohua Jia June 2026 arXiv | June 2026
Publication CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments Jiaju Chen, Baochen Sun, Yuxuan Lu, Yun Wang, Dakuo Wang, Bingsheng Yao June 2026 arXiv | June 2026
Publication Beyond Semantic Organization: Memory as Execution State Management for Long-Horizon Agents Yaoqi Chen, Haibin Lai, Yuru Feng, Chuyu Han, Qianxi Zhang, Baotong Lu, Menghao Li, Xinjiang Wang, Zilong Wang, Shusen Xu, Zengzhong Li, Zewen Jin, Hao Wu, Cheng Li, Qi Chen June 2026 arXiv | June 2026
Publication You Only Index Once: Cross-Layer Sparse Attention with Shared Routing Yutao Sun, Yanqi Zhang, Li Dong, Jianyong Wang, Furu Wei June 2026 arXiv | June 2026
Publication Humans’ ALMANAC: A Human Collaboration Dataset of Action-Level Mental Model Annotations for Agent Collaboration Jiaju Chen, Yuxuan Lu, Jiayi Su, Chaoran Chen, Songlin Xiao, Zhengyou Zhang, Yun Wang, Yunyao Li, Jian Zhao, Tongshuang Wu, T. Li, Dakuo Wang, Bingsheng Yao June 2026 arXiv | June 2026
Publication AsyncWebRL: Efficient Multi-Step RL for Visual Web Agents Haoyue Bai, Ruiqi Yang, Chen Ye, Spencer Whitehead, Aviral Kumar, Tong Zhang June 2026 arXiv | June 2026
Publication Gradient Dynamics in First-Price Auctions: Iterative Strategy Elimination via Cubic Potentials Mete cSeref Ahunbay, Weiqiang Zheng, Tao Lin June 2026 arXiv | June 2026
Publication The Invisible Hand of Physics: When Video Diffusion Models Know More Than They Show Parsa Esmati, Somjit Nath, Katja Hofmann, Derek Nowrouzezahrai, Samira Ebrahimi Kahou, M. Mirmehdi June 2026 arXiv | June 2026