Publication Fractured Chain-of-Thought Reasoning Baohao Liao, Hanze Dong, Yuhui Xu, Doyen Sahoo, C. Monz, Junnan Li, Caiming Xiong 2026 COLM | June 2026
Publication Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin ICML 2026 | June 2026
Publication From Content to Knowledge: Lightning Fast Long-Video Understanding with Neural Knowledge Representations Yuchen Guan, X. Li, Zongyu Guo, Xiaoyi Zhang, Xiulian Peng, Chun Yuan, Yan Lu ICML 2026 | June 2026
Publication Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Jiajie Jin, Yuyang Hu, Kai Qiu, Qi Dai, Chong Luo, Guanting Dong, Xiaoxian Li, Tong Zhao, Xiaolong Ma, Gongrui Zhang, Zhirong Wu, Bei Liu, Zhengyuan Yang, Linjie Li, Lijuan Wang, Hongjin Qian, Yutao Zhu, Zhicheng Dou June 2026 arXiv | June 2026
Publication WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces Wanli Li, Bowen Zhou, Yu Yu, Zhouyun Xu, Yifan Yang, Dongsheng Li, Caihua Shan June 2026 arXiv | June 2026
Publication Latent Spatial Memory for Video World Models Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang 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 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