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Data Hiding with Deep Learning: A Survey Unifying Digital Watermarking and Steganography


Jul 20, 2021
Olivia Byrnes, Wendy La, Hu Wang, Congbo Ma, Minhui Xue, Qi Wu


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Hidden Backdoors in Human-Centric Language Models


May 01, 2021
Shaofeng Li, Hui Liu, Tian Dong, Benjamin Zi Hao Zhao, Minhui Xue, Haojin Zhu, Jialiang Lu


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Oriole: Thwarting Privacy against Trustworthy Deep Learning Models


Feb 23, 2021
Liuqiao Chen, Hu Wang, Benjamin Zi Hao Zhao, Minhui Xue, Haifeng Qian


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Delayed Rewards Calibration via Reward Empirical Sufficiency


Feb 23, 2021
Yixuan Liu, Hu Wang, Xiaowei Wang, Xiaoyue Sun, Liuyue Jiang, Minhui Xue


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Deep Learning Backdoors


Jul 16, 2020
Shaofeng Li, Shiqing Ma, Minhui Xue, Benjamin Zi Hao Zhao


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With Great Dispersion Comes Greater Resilience: Efficient Poisoning Attacks and Defenses for Online Regression Models


Jun 23, 2020
Jialin Wen, Benjamin Zi Hao Zhao, Minhui Xue, Haifeng Qian


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Invisible Backdoor Attacks Against Deep Neural Networks


Sep 06, 2019
Shaofeng Li, Benjamin Zi Hao Zhao, Jiahao Yu, Minhui Xue, Dali Kaafar, Haojin Zhu


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Differentially Private Data Generative Models


Dec 06, 2018
Qingrong Chen, Chong Xiang, Minhui Xue, Bo Li, Nikita Borisov, Dali Kaarfar, Haojin Zhu


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Secure Deep Learning Engineering: A Software Quality Assurance Perspective


Oct 10, 2018
Lei Ma, Felix Juefei-Xu, Minhui Xue, Qiang Hu, Sen Chen, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See


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Coverage-Guided Fuzzing for Deep Neural Networks


Sep 07, 2018
Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Hongxu Chen, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See


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DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems


Aug 14, 2018
Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang

* DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems. In Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE 18), September 3-7, 2018, Montpellier, France 
* The 33rd IEEE/ACM International Conference on Automated Software Engineering (ASE 2018) 

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Combinatorial Testing for Deep Learning Systems


Jun 20, 2018
Lei Ma, Fuyuan Zhang, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Yadong Wang


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