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Improved analysis of the subsampled randomized

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2026 1

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Provable Quantization with Randomized Hadamard Transform

cs.LG · 2026-05-13 · unverdicted · novelty 7.0

Dithered quantization after a single randomized Hadamard transform yields unbiased estimates whose MSE asymptotically equals that of dense random rotations, specifically (π√3/2 + o(1))·4^{-b} for b-bit TurboQuant.

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  • Provable Quantization with Randomized Hadamard Transform cs.LG · 2026-05-13 · unverdicted · none · ref 37

    Dithered quantization after a single randomized Hadamard transform yields unbiased estimates whose MSE asymptotically equals that of dense random rotations, specifically (π√3/2 + o(1))·4^{-b} for b-bit TurboQuant.