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Rong-Qian Wang

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#machine learning Preprint Aug 2026

PRQuant: Permutation Residual Quantization for Low-Overhead Inference

Low-bit quantization of linear layers is often dominated by a small number of outlier channels. Existing smoothing, rotation, and residual-based methods can mitigate this issue, but may shift the quantization bottleneck to weights or introduce costly online operations. To address these limitations, we propose PRQuant (...

Pei-Ran Wang, An-Qi Wang, Jia-Ying Zhao et al. · 0 citations

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