ACID Framework Ensures Action Consistency in World Model Planning

ACID introduces cycle action consistency to decision-time planning, requiring that an action inferred backward from a predicted transition recovers the original action. This prevents planning drift in embodied control tasks by incorporating per-step residuals into the cost function.