Spotlight Attention: Towards Efficient LLM Generation via Non-linear Hashing-based KV Cache Retrieval. - Wenhao Li 001; Yuxin Zhang 002; Gen Luo; Haiyuan Wan; Ziyang Gong; Fei Chao 001; Rongrong Ji (CoRR, 2025)

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks. - Haiyuan Wan; Chen Yang; Junchi Yu; Meiqi Tu; Jiaxuan Lu; Di Yu; Jianbao Cao; Ben Gao; Jiaqing Xie; Aoran Wang; Wenlong Zhang; Philip Torr 001; et al. (CoRR, 2025)

HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark? - Fangchen Yu; Haiyuan Wan; Qianjia Cheng; Yuchen Zhang; Jiacheng Chen; Fujun Han; Yulun Wu; Junchi Yao; Ruilizhen Hu; Ning Ding 002; Yu Cheng 001; Tao Chen 003; et al. (CoRR, 2025)

From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning. - Cheng Yang; Jiaxuan Lu; Haiyuan Wan; Junchi Yu; Feiwei Qin (CoRR, 2025)

PhysicsMinions: Winning Gold Medals in the Latest Physics Olympiads with a Coevolutionary Multimodal Multi-Agent System. - Fangchen Yu; Junchi Yao; Ziyi Wang; Haiyuan Wan; Youling Huang; Bo Zhang 069; Shuyue Hu; Dongzhan Zhou; Ning Ding 002; Ganqu Cui; Lei Bai 001; Wanli Ouyang; et al. (CoRR, 2025)