Failure Recovery via Belief Updates and World Modeling for Long-Horizon Agents

Xiyang Wu, Zhichao Liu, Shengxin zhang +4

Long-horizon agents often struggle to recover from failures whose causes lie several steps earlier, beyond what local reflection or backtracking can resolve. We introduce BELIEFWEA…