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|2024.11|🔥🔥[**SageAttention-2**] SageAttention2: Efficient Attention with Thorough Outlier Smoothing and Per-thread INT4 Quantization(@thu-ml)|[[pdf]](https://arxiv.org/pdf/2411.10958)|[[SageAttention]](https://github.com/thu-ml/SageAttention)| ⭐️⭐️ |
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|2025.03|🔥🔥[**SpargeAttention**] SpargeAttn: Accurate Sparse Attention Accelerating Any Model Inference(@thu-ml)|[[pdf]](https://arxiv.org/pdf/2502.18137)|[[SpargeAttn]](https://github.com/thu-ml/SpargeAttn)| ⭐️⭐️ |
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|2025.05|🔥🔥[**SageAttention-3**] SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-bit Training(@thu-ml)|[[pdf]](https://arxiv.org/pdf/2505.11594)|[[SageAttention]](https://github.com/thu-ml/SageAttention)| ⭐️⭐️ |
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|2025.05| 🔥🔥[**DraftAttention**] DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance(@Northeastern University) |[[pdf]](https://arxiv.org/pdf/2505.14708)|[[draft-attention]](https://github.com/shawnricecake/draft-attention)| ⭐️⭐️ |
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