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1. NVlabs/Sana NVlabs/Sana Public

   SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer

   Python 9.2k 735

2. xie-lab-ml/piecewise-sparse-attention xie-lab-ml/piecewise-sparse-attention Public

   [NeurIPS 2026] Piecewise Sparse Attention Is Wiser for Efficient Diffusion Transformers

   Jupyter Notebook 44 2

3. fla-org/flash-bidirectional-linear-attention fla-org/flash-bidirectional-linear-attention Public

   Triton implement of bi-directional (non-causal) linear attention

   Python 83 5

4. ARPG ARPG Public

   [ICLR 2026] Autoregressive Image Generation with Randomized Parallel Decoding

   Python 93 2