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APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers 会议论文
, New Orleans, Louisiana, USA, 2022-6
Authors:  Jiahao, Lu;  Xi Sheryl, Zhang;  Tianli, Zhao;  Xiangyu, He;  Jian Cheng
Adobe PDF(2770Kb)  |  Favorite  |  View/Download：80/5  |  Submit date：2022/06/23
Trustworthy AI  Privacy-preserving machine learning  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
Authors:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  Favorite  |  View/Download：69/1  |  Submit date：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Soft Threshold Ternary Networks 会议论文
, Online, 2020
Authors:  Xu, Weixiang;  He, Xiangyu;  Zhao, Tianli;  Hu, Qinghao;  Wang, Peisong;  Cheng, Jian
Adobe PDF(387Kb)  |  Favorite  |  View/Download：63/8  |  Submit date：2020/10/20
Sparsity-Inducing Binarized Neural Networks 会议论文
, New York, 2020
Authors:  Wang, Peisong;  He, Xiangyu;  Li, Gang;  Zhao, Tianli;  Cheng, Jian
Adobe PDF(578Kb)  |  Favorite  |  View/Download：70/3  |  Submit date：2020/10/20
BitStream: An efficient framework for inference of binary neural networks on CPUs 期刊论文
PATTERN RECOGNITION LETTERS, 2019, 卷号: 125, 页码: 303-309
Authors:  Jiang, Yanshu;  Zhao, Tianli;  He, Xiangyu;  Leng, Cong;  Cheng, Jian
Adobe PDF(1252Kb)  |  Favorite  |  View/Download：144/6  |  Submit date：2019/12/16
Convolutional neural networks  Binary neural networks  Image classification  
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 会议论文
, Dresden, Germany, 2018
Authors:  Li, Gang;  Li, Fanrong;  Zhao, Tianli;  Cheng, Jian
Adobe PDF(244Kb)  |  Favorite  |  View/Download：30/11  |  Submit date：2022/06/14