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SME: ReRAM-based Sparse-Multiplication-Engine to Squeeze-Out Bit Sparsity of Neural Network


Mar 02, 2021
Fangxin Liu, Wenbo Zhao, Yilong Zhao, Zongwu Wang, Tao Yang, Zhezhi He, Naifeng Jing, Xiaoyao Liang, Li Jiang

* 7 pages, 12 figures 

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RADAR: Run-time Adversarial Weight Attack Detection and Accuracy Recovery


Jan 20, 2021
Jingtao Li, Adnan Siraj Rakin, Zhezhi He, Deliang Fan, Chaitali Chakrabarti


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MetaGater: Fast Learning of Conditional Channel Gated Networks via Federated Meta-Learning


Nov 28, 2020
Sen Lin, Li Yang, Zhezhi He, Deliang Fan, Junshan Zhang


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A Progressive Sub-Network Searching Framework for Dynamic Inference


Sep 11, 2020
Li Yang, Zhezhi He, Yu Cao, Deliang Fan


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KSM: Fast Multiple Task Adaption via Kernel-wise Soft Mask Learning


Sep 11, 2020
Li Yang, Zhezhi He, Junshan Zhang, Deliang Fan


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T-BFA: Targeted Bit-Flip Adversarial Weight Attack


Jul 24, 2020
Adnan Siraj Rakin, Zhezhi He, Jingtao Li, Fan Yao, Chaitali Chakrabarti, Deliang Fan


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TBT: Targeted Neural Network Attack with Bit Trojan


Sep 10, 2019
Adnan Siraj Rakin, Zhezhi He, Deliang Fan


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Non-structured DNN Weight Pruning Considered Harmful


Jul 03, 2019
Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma


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Robust Sparse Regularization: Simultaneously Optimizing Neural Network Robustness and Compactness


May 30, 2019
Adnan Siraj Rakin, Zhezhi He, Li Yang, Yanzhi Wang, Liqiang Wang, Deliang Fan


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Bit-Flip Attack: Crushing Neural Network with Progressive Bit Search


Apr 07, 2019
Adnan Siraj Rakin, Zhezhi He, Deliang Fan


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Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack


Nov 22, 2018
Adnan Siraj Rakin, Zhezhi He, Deliang Fan


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Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network using Truncated Gaussian Approximation


Oct 02, 2018
Zhezhi He, Deliang Fan


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Optimize Deep Convolutional Neural Network with Ternarized Weights and High Accuracy


Jul 20, 2018
Zhezhi He, Boqing Gong, Deliang Fan


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Blind Pre-Processing: A Robust Defense Method Against Adversarial Examples


Feb 07, 2018
Adnan Siraj Rakin, Zhezhi He, Boqing Gong, Deliang Fan


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Developing All-Skyrmion Spiking Neural Network


May 08, 2017
Zhezhi He, Deliang Fan


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