RewardFlow: Topology-Aware Reward Propagation on State Graphs for Agentic RL with Large Language Models

Xiao Feng, Bo Han, Zhanke Zhou +5

Reinforcement learning (RL) shows promise for enhancing LLM agentic reasoning, yet sparse terminal rewards hinder fine-grained optimization. Process reward modeling offers an alter…