AIPO: : Learning to Reason from Active Interaction

AIPO is a novel reinforcement learning framework that enhances LLM reasoning through active multi-agent interaction during exploration. It addresses the limitations of existing RL algorithms, which are constrained by the policy model's inherent capabilities and rely on sample-inefficient guidance.