Progress- and Reliability-Oriented Group Policy Optimization for Agentic Reinforcement Learning

Mingxuan Fan, Peiyang Liu

Group-based reinforcement learning (RL) has become an effective paradigm for improving large language model agents on long-horizon interactive tasks. To obtain finer-grained policy…