False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents.

arXiv:2609.39102v2 Announce Type: replace-cross Abstract: Self-evolving search agents build their own training curricula by jointly optimizing a proposer that generates questions and a solver that answers them. This closed loop introduces a failure mode we cal