Policy-Verified Self-Training: Learning Agent Compliance from Verifiable Policy Rewards.

arXiv:2610.19372v1 Announce Type: cross Abstract: Runtime policy verifiers can prevent agents from executing disallowed actions, but their decisions are typically used only for enforcement and discarded afterward. We ask whether these decisions can instead bec