AIPO: Learning to Reason from Active Interaction.

arXiv:2605.08401v3 Announce Type: replace-cross Abstract: Recent advances in LLMs have demonstrated strong reasoning capabilities, largely stimulated by RLVR. However, the exploration of existing RLVR algorithms remains largely constrained by the knowledge and