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This research explores humanoid policies using the PH2D dataset and the Human Action Transformer framework. It addresses challenges in robot data collection with human demonstration analysis, improving generalization and robustness. Experimental insights include VR-based data collection, enhanced performance in out-of-distribution tasks, and object placement success rates. Comparative analyses of different humanoid configurations highlight dexterity advantages. The study identifies...