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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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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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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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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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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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Exploring the Regularity of Sparse Structure in Convolutional Neural Networks

Jun 05, 2017
Huizi Mao, Song Han, Jeff Pool, Wenshuo Li, Xingyu Liu, Yu Wang, William J. Dally

* submitted to NIPS 2017 

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