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Use scale factor for improvements #87

@Mitzenmacher

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@Mitzenmacher

TurboQuant is just a re-statement of the earlier EDEN work (https://proceedings.mlr.press/v162/vargaftik22a.html) with scale factor 1.
You should be able to improve performance by using the optimized scale factors found in the EDEN work.
See the discussion in A Note on TurboQuant and the Earlier DRIVE/EDEN Line of Work https://arxiv.org/abs/2604.18555 which explains the proper choice of scale factor to improve both the MSE and PROD versions of TurboQuant.

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