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Data Leakage via Access Patterns of Sparse Features in Deep Learning-based Recommendation Systems


Dec 12, 2022
Hanieh Hashemi, Wenjie Xiong, Liu Ke, Kiwan Maeng, Murali Annavaram, G. Edward Suh, Hsien-Hsin S. Lee

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Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis


Sep 12, 2022
Sanjay Kariyappa, Chuan Guo, Kiwan Maeng, Wenjie Xiong, G. Edward Suh, Moinuddin K Qureshi, Hsien-Hsin S. Lee

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Accelerating Path Planning for Autonomous Driving with Hardware-assisted Memorization


May 05, 2022
Mulong Luo, 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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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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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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* 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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