tree-structured-rollout

Proposes IGRPO, a framework that adaptively allocates rollout budget based on informativeness of intermediate states for multi-turn LLM agents, unifying adaptive tree-structured exploration with policy learning. Experiments on seven search-augmented QA benchmarks show consistent improvements over baselines.