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Weizhe Hua

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Information Flow Control in Machine Learning through Modular Model Architecture

Jun 05, 2023
Trishita Tiwari, Suchin Gururangan, Chuan Guo, Weizhe Hua, Sanjay Kariyappa, Udit Gupta, Wenjie Xiong, Kiwan Maeng, Hsien-Hsin S. Lee, G. Edward Suh

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Structured Pruning is All You Need for Pruning CNNs at Initialization

Mar 04, 2022
Yaohui Cai, Weizhe Hua, Hongzheng Chen, G. Edward Suh, Christopher De Sa, Zhiru Zhang

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Transformer Quality in Linear Time

Feb 21, 2022
Weizhe Hua, Zihang Dai, Hanxiao Liu, Quoc V. Le

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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

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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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