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cs.AI2026
Learning from Revision Consequences: Hindsight Meta-Experience Distillation for Self-Improving Agents
Qianhan Feng, Zhongzhen Huang, Yakun Zhu +2
As agents continuously improve by generating and revising Skills, the process that discovers and refines those Skills becomes a learnable object in its own right. Task-Skills direc…
cs.AI2025
CP-Env: Evaluating Large Language Models on Clinical Pathways in a Controllable Hospital Environment
Yakun Zhu, Zhongzhen Huang, Qianhan Feng +5
Medical care follows complex clinical pathways that extend beyond isolated physician-patient encounters, emphasizing decision-making and transitions between different stages. Curre…