Beyond Timestamps: Decision-Aligned On-Policy Distillation for Long-Horizon Agents.

arXiv:2609.33391v1 Announce Type: cross Abstract: Reinforcement learning with verifiable rewards (RLVR) often relies on sparse outcome rewards, providing coarse supervision for long-horizon agents. On-policy self-distillation (OPSD) complements this signal wit