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Timestamp-supervised video segmentation consistently fails at transition boundaries, but aggregating video-wide keyframe "votes" resolves local ambiguity without requiring dense manual annotations.
Agents using ParallelWorld can efficiently evaluate multiple future trajectories, leading to superior decision-making in complex environments.
