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TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate

cs.LG · 2025-04-28 · unverdicted · novelty 6.0

TurboQuant achieves near-optimal vector quantization distortion for both MSE and inner products via random rotation and per-coordinate scalar quantization, with a formal proof that it matches lower bounds within a factor of approximately 2.7.

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  • TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate cs.LG · 2025-04-28 · unverdicted · none · ref 9

    TurboQuant achieves near-optimal vector quantization distortion for both MSE and inner products via random rotation and per-coordinate scalar quantization, with a formal proof that it matches lower bounds within a factor of approximately 2.7.