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HieraSparse: Hierarchical Semi-Structured Sparse KV Attention

cs.DC · 2026-04-18 · unverdicted · novelty 5.0

HieraSparse delivers a hierarchical semi-structured sparse KV attention system that achieves 1.2x KV compression and 4.57x decode attention speedup versus prior unstructured sparsity methods at equivalent sparsity, plus up to 1.85x prefill speedup and 1.37x/1.77x speedups with magnitude pruning and

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  • HieraSparse: Hierarchical Semi-Structured Sparse KV Attention cs.DC · 2026-04-18 · unverdicted · none · ref 22

    HieraSparse delivers a hierarchical semi-structured sparse KV attention system that achieves 1.2x KV compression and 4.57x decode attention speedup versus prior unstructured sparsity methods at equivalent sparsity, plus up to 1.85x prefill speedup and 1.37x/1.77x speedups with magnitude pruning and