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 requires computationally costly model tra…
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- 2026-10-08 04:00 · arXiv cs.AI
Verify Less, Evolve More: Training Idea-Level Critics for Verification-Efficient ML Evolving Agents