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Sam- pleattention: Near-lossless acceleration of long context llm inference with adaptive structured sparse attention

4 Pith papers cite this work. Polarity classification is still indexing.

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CSAttention: Centroid-Scoring Attention for Accelerating LLM Inference

cs.LG · 2026-03-30 · unverdicted · novelty 6.0

CSAttention precomputes fixed-size query-centric lookup tables in offline prefill to enable fast table-lookup decoding, delivering near-identical accuracy to full attention and up to 4.6x speedup at 95% sparsity for 32K-128K contexts.

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