Xuming He

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Eval Frameworks & Benchmarks (1)Scientific Discovery & Drug Design (1)

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Peiyan Gu (1)Zixin Teng (1)Tianlin Ye (1)Qinglong Cao (1)Yixin Chen (1)Hengjian Gao (1)Kun Li (1)Sheng Xu (1)

Papers (2)

Jul 15, 2026

Peiyan Gu +2Jul 15, 2026·also Corresponding author

DP-BOA: Dirichlet-Process Birth-or-Assign for On-the-Fly Category Discovery

DP-BOA redefines category discovery by treating the birth of new categories as a statistically supported decision rather than a mere fallback.

Peiyan Gu, Zixin Teng, Xuming He

May 28, 2026

Tianlin Ye +24May 28, 2026·also Affiliation:, Corresponding author, Shanghai AI Lab

ResearchClawBench: A Benchmark for End-to-End Autonomous Scientific Research

Current AI agents struggle to reliably rediscover scientific knowledge, with top performers averaging only 21.5 out of a possible score, revealing critical gaps in their research capabilities.

Tianlin Ye, Qinglong Cao, Yixin Chen +22

Eval Frameworks & Benchmarks Scientific Discovery & Drug Design

Xuming He

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Xuming He

Research focus

Frequent co-authors

Papers (2)