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Ankit Kariryaa

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#machine learning Preprint Oct 2026

ApexQuant: Data-Free Elastic Quantization by Residual Re-Isotropization

We introduce ApexQuant, a calibration-free quantization method that recursively re-quantizes the residual error, serving as a refinement layer on top of existing quantizers. We establish that a fresh random rotation returns each residual to the uniform distribution on the hypersphere, which characterizes the rate of pr...

Aksel Fristrup, Sumit Pandey, Ankit Kariryaa · 0 citations

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