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Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness


Mar 27, 2021
Yi Cai, Xuefei Ning, Huazhong Yang, Yu Wang


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FedGP: Correlation-Based Active Client Selection for Heterogeneous Federated Learning


Mar 24, 2021
Minxue Tang, Xuefei Ning, Yitu Wang, Yu Wang, Yiran Chen

* 12 pages, 6 figures 

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Machine Learning for Electronic Design Automation: A Survey


Jan 10, 2021
Guyue Huang, Jingbo Hu, Yifan He, Jialong Liu, Mingyuan Ma, Zhaoyang Shen, Juejian Wu, Yuanfan Xu, Hengrui Zhang, Kai Zhong, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, Yu Wang


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Multi-shot NAS for Discovering Adversarially Robust Convolutional Neural Architectures at Targeted Capacities


Jan 01, 2021
Xuefei Ning, Junbo Zhao, Wenshuo Li, Tianchen Zhao, Huazhong Yang, Yu Wang

* 9 pages, 8 pages appendices 

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BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures


Dec 21, 2020
Tianchen Zhao, Xuefei Ning, Songyi Yang, Shuang Liang, Peng Lei, Jianfei Chen, Huazhong Yang, Yu Wang


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aw_nas: A Modularized and Extensible NAS framework


Nov 25, 2020
Xuefei Ning, Changcheng Tang, Wenshuo Li, Songyi Yang, Tianchen Zhao, Niansong Zhang, Tianyi Lu, Shuang Liang, Huazhong Yang, Yu Wang


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A Surgery of the Neural Architecture Evaluators


Aug 12, 2020
Xuefei Ning, Wenshuo Li, Zixuan Zhou, Tianchen Zhao, Yin Zheng, Shuang Liang, Huazhong Yang, Yu Wang


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Physical Adversarial Attack on Vehicle Detector in the Carla Simulator


Aug 07, 2020
Tong Wu, Xuefei Ning, Wenshuo Li, Ranran Huang, Huazhong Yang, Yu Wang


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Towards Lower Bit Multiplication for Convolutional Neural Network Training


Jun 04, 2020
Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang

* 11 pages, 9 figures 

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DSA: More Efficient Budgeted Pruning via Differentiable Sparsity Allocation


Apr 26, 2020
Xuefei Ning, Tianchen Zhao, Wenshuo Li, Peng Lei, Yu Wang, Huazhong Yang

* The first two authors contribute equally 

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A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS


Apr 04, 2020
Xuefei Ning, Yin Zheng, Tianchen Zhao, Yu Wang, Huazhong Yang

* 15 pages main text; 9 pages appendix 

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FTT-NAS: Discovering Fault-Tolerant Neural Architecture


Mar 20, 2020
Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang

* 13 pages, 9 figures 

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Nonparametric Topic Modeling with Neural Inference


Jun 18, 2018
Xuefei Ning, Yin Zheng, Zhuxi Jiang, Yu Wang, Huazhong Yang, Junzhou Huang

* 11 pages, 2 figures 

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Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks


May 14, 2018
Wenshuo Li, Jincheng Yu, Xuefei Ning, Pengjun Wang, Qi Wei, Yu Wang, Huazhong Yang

* 6 pages, 8 figures, 5 tables, accepted to ISVLSI 2018 

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