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Sheng-Jie Wang

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Preprint Oct 2026

INTRA: Interleaved Non-contiguous Token spaRse Attention

Transformers achieve strong performance across modalities but are bottlenecked by the quadratic cost of attention. Sparse attention can reduce this cost, but effective sparsity must preserve useful long-range communication and map well to GPU hardware. We introduce INTRA--Interleaved Non-contiguous Token spaRse Attenti...

Yuxuan Xia, Wenbo Lu, Shao-Yi Zheng et al. · 0 citations

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