Predict Before You Modify: Learning Improvement Dynamics for Self-Evolving Agents

Zixuan Xie, Chang Xu, Yuhua Jiang +1

Self-evolving agents improve through repeated cycles of modification and evaluation. However, existing methods receive feedback on modifications only after costly evaluations, and…