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Video models consistently fail at realistic dynamics because they conflate appearance with physical laws, a failure resolved here by synthesizing material-conditioned optical flow fields before rendering pixels.
TRA achieves up to 2.05x faster video generation by intelligently mapping query entropy to token-specific attention budgets, revolutionizing efficiency in VDiTs.
