More: Mode-Optimized Reasoning with Self-Adaptive Effort for Self-Evolving Agents.

arXiv:2610.33684v1 Announce Type: new Abstract: Self-evolving training improves the performance of agents on difficult tasks through verifiable feedback, but it often applies costly deliberation uniformly across tasks. To address this problem, we propose Mode-