UniOPSD: Unifying Outcome and Hindsight Feedback for Agentic Reinforcement Learning.

arXiv:2609.34810v1 Announce Type: new Abstract: Reinforcement learning has become an effective approach to training language model agents, but sparse and delayed outcome rewards provide limited guidance for credit assignment across long interaction sequences.