Rollback the World, Keep the Reflection: Rollback-Induced Reflection for Long-Horizon LLM Agents

Yi Yu, Liuyi Yao, Yaliang Li +2

Large language model (LLM) agents increasingly tackle long-horizon tasks through multi-step environment interaction, yet a single erroneous action can alter subsequent states and o…