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Diffusion Transformers get a 2x speed boost without sacrificing quality thanks to a new routing mechanism that dynamically skips computations based on input sample sparsity.
Forget codebook indices: BitDance uses binary diffusion to predict high-entropy binary tokens, achieving SOTA image generation with a fraction of the parameters and a massive speedup.
A single tokenizer, UniWeTok, now handles both high-fidelity image reconstruction and complex semantic understanding for multimodal LLMs, outperforming existing methods with far less training data.