2 papers
cs.AI2026
Self-Evolving Skills via Surrogate-Guided Solve-and-Reproduce
Jiale Liu, Pinze Ren, Yuqi Xia +3
Agent skills are portable packages of instructions and resources an agent consults at deployment. Self-evolving them fails in two ways today. First, skills evolved from scratch und…
cs.LG2026
Chem World: A Large-Scale Benchmark and Physics-Informed Framework for Trustworthy Chemical Property Prediction
Tianyou Bai, Huan Wang, Mingchen Gao +4
Chemical property prediction plays a critical role in accelerating scientific discovery in chemistry, materials science, and drug development. However, existing benchmarks often su…