SIPO: Selective-Inference Policy Optimization for Tree-Structured Agentic RL

Zenghuang Fu, Ningqi Chen, Mingda Jia +10

Tree-structured reinforcement learning trains search agents by comparing alternative continuations and propagating terminal rewards to intermediate decisions. Adaptive expansion, h…