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Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack



Ye Liu , Yaya Cheng , Lianli Gao , Xianglong Liu , Qilong Zhang , Jingkuan Song

* Accepted by CVPR 2022 

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Practical No-box Adversarial Attacks with Training-free Hybrid Image Transformation



Qilong Zhang , Chaoning Zhang , Chaoqun Li , Jingkuan Song , Lianli Gao , Heng Tao Shen

* This is the revision (the previous version rated 8,8,5,4 in ICLR2022, where 8 denotes "accept, good paper"), which has been further polished and added many new experiments 

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Beyond ImageNet Attack: Towards Crafting Adversarial Examples for Black-box Domains



Qilong Zhang , Xiaodan Li , Yuefeng Chen , Jingkuan Song , Lianli Gao , Yuan He , Hui Xue

* Accepted by ICLR 2022 

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Fast Gradient Non-sign Methods



Yaya Cheng , Xiaosu Zhu , Qilong Zhang , Lianli Gao , Jingkuan Song


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Adversarial Attacks on ML Defense Models Competition



Yinpeng Dong , Qi-An Fu , Xiao Yang , Wenzhao Xiang , Tianyu Pang , Hang Su , Jun Zhu , Jiayu Tang , Yuefeng Chen , XiaoFeng Mao , Yuan He , Hui Xue , Chao Li , Ye Liu , Qilong Zhang , Lianli Gao , Yunrui Yu , Xitong Gao , Zhe Zhao , Daquan Lin , Jiadong Lin , Chuanbiao Song , Zihao Wang , Zhennan Wu , Yang Guo , Jiequan Cui , Xiaogang Xu , Pengguang Chen

* Competition Report 

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Feature Space Targeted Attacks by Statistic Alignment



Lianli Gao , Yaya Cheng , Qilong Zhang , Xing Xu , Jingkuan Song


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Staircase Sign Method for Boosting Adversarial Attacks



Lianli Gao , Qilong Zhang , Xiaosu Zhu , Jingkuan Song , Heng Tao Shen

* 13 pages, 6 figures 

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Patch-wise++ Perturbation for Adversarial Targeted Attacks



Lianli Gao , Qilong Zhang , Jingkuan Song , Heng Tao Shen

* 12 pages, 9 figures. arXiv admin note: text overlap with arXiv:2007.06765 

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