Information Gain-based Rollout Policy Optimization: Adaptive Tree-Structured Rollouts for Multi-Turn LLM Agents
IGRPO treats intermediate-state informativeness as the organizing principle of rollout collection, unifying tree-structured exploration with policy learning.