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University of Toronto
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Flow-matching manipulation policies can outperform dedicated 3D-conditioned architectures simply by cross-attending robot-grounded spatial tokens into the action expert, beating the 2025 BEHAVIOR-1K challenge winner without modifying host perceptual pathways.