SOCKET replaces hard LSH bucket matches with soft probabilistic collision aggregation to enable efficient, high-quality token selection for sparse attention, matching or exceeding prior methods with up to 1.5x throughput gains.
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SOCKET: SOft Collision Kernel EsTimator for Sparse Attention
SOCKET replaces hard LSH bucket matches with soft probabilistic collision aggregation to enable efficient, high-quality token selection for sparse attention, matching or exceeding prior methods with up to 1.5x throughput gains.