BranPO: Scalable Contrastive Branch Sampling for Long-Horizon Agentic Reinforcement Learning

Yubao Zhao, Weiquan Huang, Sudong Wang +4

Agentic reinforcement learning enables large language models to perform multi-turn planning and tool use, but long-horizon training remains challenging under sparse trajectory-leve…