Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning

Lianbo Ma; Jianlun Ma; Yuee Zhou; Guoyang Xie; Qiang He; Zhichao Lu

2025 ICML ICML 2025

Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning

Abstract

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Authors

Lianbo Ma, Jianlun Ma, Yuee Zhou, Guoyang Xie, Qiang He, Zhichao Lu

Topics

Machine Learning > Application Areas > Efficient Computing Deep Learning > Optimization & Theory > Model Compression Deep Learning > Optimization & Theory > Efficient Computing

Keywords

sharpness-aware minimization generalization computational cost mixed-precision quantization gradient alignment adaptive perturbation radius

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