When Non-Adversarial Noise Hurts Learning: Benchmarking Skill Self-Evolution in Agents

Tao Yu, Zhongtian Luo, Yuchen Long +19

Large language model agents increasingly improve by distilling experience into reusable skills, but errors in that experience can persist in learned rules and affect later tasks. E…