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BulletTrain: Accelerating Robust Neural Network Training via Boundary Example Mining


Sep 29, 2021
Weizhe Hua, Yichi Zhang, Chuan Guo, Zhiru Zhang, G. Edward Suh


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Sinan: Data-Driven, QoS-Aware Cluster Management for Microservices


May 27, 2021
Yanqi Zhang, Weizhe Hua, Zhuangzhuang Zhou, Edward Suh, Christina Delimitrou


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Contrastive Weight Regularization for Large Minibatch SGD


Nov 17, 2020
Qiwei Yuan, Weizhe Hua, Yi Zhou, Cunxi Yu


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GuardNN: Secure DNN Accelerator for Privacy-Preserving Deep Learning


Aug 26, 2020
Weizhe Hua, Muhammad Umar, Zhiru Zhang, G. Edward Suh


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MgX: Near-Zero Overhead Memory Protection with an Application to Secure DNN Acceleration


Apr 20, 2020
Weizhe Hua, Muhammad Umar, Zhiru Zhang, G. Edward Suh


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Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations


Feb 17, 2020
Yichi Zhang, Ritchie Zhao, Weizhe Hua, Nayun Xu, G. Edward Suh, Zhiru Zhang

* Published as a conference paper at ICLR 2020 

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Channel Gating Neural Networks


May 29, 2018
Weizhe Hua, Christopher De Sa, Zhiru Zhang, G. Edward Suh


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