Transform Trained Transformer for Accelerating Native 4K Video Generation

T3-Video addresses slow native 4K video generation by replacing quadratic full attention with multi-scale shared window attention. This strategy reconstructs global attention into local, shared operations, achieving linear computation scaling without changing the model's core architecture or weights. It enables fast, high-quality 4K video inference.

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