GraphHCA: Closed-Form Hindsight Credit Assignment for Long-Horizon LLM Agents

Haodong Zhu, Yangyang Ren, Changbai Li +4

Group-based reinforcement learning (RL) has advanced large language models (LLMs) and is increasingly extending to agentic tasks, where sparse terminal rewards make step-level cred…