Training Compact DNNs with ℓ1/2 Regularization

Anda Tang,Lingfeng Niu,Jianyu Miao,Peng Zhang

Pattern Recognition（2023）

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摘要

•We propose a network compression model based on ℓ1/2 regularization. To the best of our knowledge, it is the first work utilizing non-Lipschitz continuous regularization to compress DNNs.•We strictly prove the correspondence between ℓp(0更多

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关键词

Deep neural networks,Model compression,ℓ1/2 Quasi-norm,Non-Lipschitz regularization,Sparse optimization

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