Verify Less, Evolve More: Training Idea-Level Critics for Verification-Efficient ML Evolving Agents.

arXiv:2610.08993v1 Announce Type: new Abstract: As large language models become more powerful, self-evolving agents are able to tackle challenging tasks including AI for machine learning (AI4ML). In AI4ML, while empirical verification is available, it often re