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Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior


Mar 13, 2022
Yinpeng Dong, Shuyu Cheng, Tianyu Pang, Hang Su, Jun Zhu

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* Accepted by IEEE Transactions on Pattern Recognition and Machine Intelligence (TPAMI). The official version is at https://ieeexplore.ieee.org/document/9609659 

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On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms


Jul 21, 2021
Shuyu Cheng, Guoqiang Wu, Jun Zhu

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* Code available at https://github.com/csy530216/pg-zoo 

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Switching Gradient Directions for Query-Efficient Black-Box Adversarial Attacks


Sep 15, 2020
Chen Ma, Shuyu Cheng, Li Chen, Junhai Yong

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* 20 pages, including the appendix after the reference section 

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A Wasserstein Minimum Velocity Approach to Learning Unnormalized Models


Feb 18, 2020
Ziyu Wang, Shuyu Cheng, Yueru Li, Jun Zhu, Bo Zhang

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* AISTATS 2020 

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Improving Black-box Adversarial Attacks with a Transfer-based Prior


Jun 17, 2019
Shuyu Cheng, Yinpeng Dong, Tianyu Pang, Hang Su, Jun Zhu

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