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

arXiv:2610.13991v1 Announce Type: new 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 obscure distinctions between failures that require…

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  1. 2026-10-14 04:00 · arXiv cs.LG
    Predict Before You Modify: Learning Improvement Dynamics for Self-Evolving Agents

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