RTMC: Step-Level Credit Assignment via Rollout Trees
arXiv:2604.11037v1 Announce Type: new
Abstract: Multi-step agentic reinforcement learning benefits from fine-grained credit assignment, yet existing approaches offer limited options: critic-free methods like GRPO assign a uniform advantage to every ac…