From Failures to Supervision: DynamicEnvPlan for Robust Long-Horizon Embodied Planning

Hao Yuan, Yuxin Wang, Lei Ji +1

Physical-world interaction is inherently dynamic, as environments can evolve during execution, requiring agents to adapt their plans under non-stationary conditions. We study this…