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PACE: Stage-Consistent Long-Horizon Robot Manipulation via Progress-Aligned Context for Execution
Demonstration-conditioned policies provide a natural interface for specifying robot behavior, yet long-horizon manipulation remains difficult when visually similar states recur across different stages or when demonstrations and executions proceed at different speeds. We identify the resulting failur
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