A Manifesto · Vol. XII

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Vol. XII · PaperNovaOpen Access
Original Research · ML

Sparse Attention Kernels for Long-Context Transformers

Priya Ramanathan · IIT Bombay · with two co-authors

We introduce a hardware-aware sparse attention kernel that reduces memory traffic by 38% on sequences above 16k tokens, while matching dense-attention accuracy on long-context benchmarks...

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DOI 10.7291/pn.xii.04
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