[Doc] update attention papers

docs/PAPERS_ZH_CN/source/papers/attention.md

@@ -67,3 +67,27 @@
 ### ∇NABLA: Neighborhood Adaptive Block-Level Attention
 
 [paper](https://arxiv.org/abs/2507.13546v1) [code](https://github.com/gen-ai-team/Wan2.1-NABLA)
+
+### Compact Attention: Exploiting Structured Spatio-Temporal Sparsity for Fast Video Generation
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+[paper](https://arxiv.org/abs/2508.12969)
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+### A Survey of Efficient Attention Methods: Hardware-efficient, Sparse, Compact, and Linear Attention
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+[paper](https://attention-survey.github.io/files/Attention_Survey.pdf)
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+### Bidirectional Sparse Attention for Faster Video Diffusion Training
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+[paper](https://arxiv.org/abs/2509.01085)
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+### Mixture of Contexts for Long Video Generation
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+[paper](https://arxiv.org/abs/2508.21058)
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+### LoViC: Efficient Long Video Generation with Context Compression
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+[paper](https://arxiv.org/abs/2507.12952)
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+### MagiAttention: A Distributed Attention Towards Linear Scalability for Ultra-Long Context, Heterogeneous Mask Training
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+[paper](https://sandai-org.github.io/MagiAttention/blog/) [code](https://github.com/SandAI-org/MagiAttention)