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Action-free videos unlock significant gains in robot control generalization and robustness by enabling explicit future visual state prediction.
1,000 hours of human touch data unlocks a 37% jump in vision-only dexterous manipulation success, revealing touch as a powerful pretraining signal beyond its direct use in policies.