PGPO: Potential-Guided Policy Optimization for Multi-Turn Agentic Tasks

Yuyao Zheng, Haipeng Sun, Junwei Bao +4

Group-based reinforcement learning (RL) has become an effective paradigm for LLM post-training, but in multi-turn agentic tasks with sparse terminal rewards, it often provides coar…