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

arXiv:2610.13991v2 Announce Type: replace-cross Abstract: Self-evolving agents improve through repeated cycles of modification and evaluation. However, existing methods receive feedback on modifications only after costly evaluations, and aggregate scores may o