UOPD: Uncertainty-Aware Intervention for On-Policy Distillation of Multi-Turn Agents.

arXiv:2609.34036v1 Announce Type: cross Abstract: On-policy distillation (OPD) trains a student on its own rollouts using dense supervision from a teacher. In multi-turn environments, a mistake at a critical decision step can redirect the subsequent rollout to