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A Surrogate Lagrangian Relaxation-based Model Compression for Deep Neural Networks

Dec 18, 2020
Deniz Gurevin, Shanglin Zhou, Lynn Pepin, Bingbing Li, Mikhail Bragin, Caiwen Ding, Fei Miao

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MCMIA: Model Compression Against Membership Inference Attack in Deep Neural Networks

Aug 28, 2020
Yijue Wang, Chenghong Wang, Zigeng Wang, Shanglin Zhou, Hang Liu, Jinbo Bi, Caiwen Ding, Sanguthevar Rajasekaran

* Machine Learning (cs.LG); Cryptography and Security (cs.CR); Machine Learning (stat.ML) 

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A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods

Apr 12, 2020
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang

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