SGBA: A Stealthy Scapegoat Backdoor Attack against Deep Neural Networks

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SGBA: A Stealthy Scapegoat Backdoor Attack against Deep Neural Networks

2 April 2021

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Papers citing "SGBA: A Stealthy Scapegoat Backdoor Attack against Deep Neural Networks"

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Title
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses Micah Goldblum Dimitris Tsipras Chulin Xie Xinyun Chen Avi Schwarzschild Basel Alomair Aleksander Madry Yue Liu Tom Goldstein SILM 109 282 0 18 Dec 2020
Invisible Backdoor Attack with Sample-Specific Triggers Yuezun Li Yiming Li Baoyuan Wu Longkang Li Ran He Siwei Lyu AAML DiffM 106 492 0 07 Dec 2020
CLEANN: Accelerated Trojan Shield for Embedded Neural Networks Mojan Javaheripi Mohammad Samragh Gregory Fields T. Javidi F. Koushanfar AAML FedML 58 44 0 04 Sep 2020
One-pixel Signature: Characterizing CNN Models for Backdoor Detection Shanjiaoyang Huang Weiqi Peng Zhiwei Jia Zhuowen Tu 50 64 0 18 Aug 2020
Reflection Backdoor: A Natural Backdoor Attack on Deep Neural Networks Yunfei Liu Xingjun Ma James Bailey Feng Lu AAML 96 516 0 05 Jul 2020
Trojan Attacks on Wireless Signal Classification with Adversarial Machine Learning Kemal Davaslioglu Y. Sagduyu AAML 43 58 0 23 Oct 2019
TABOR: A Highly Accurate Approach to Inspecting and Restoring Trojan Backdoors in AI Systems Wenbo Guo Lun Wang Masashi Sugiyama Min Du Basel Alomair 83 230 0 02 Aug 2019
Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Xinyun Chen Chang-rui Liu Yue Liu Kimberly Lu Basel Alomair AAML SILM 146 1,854 0 15 Dec 2017
BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain Tianyu Gu Brendan Dolan-Gavitt S. Garg SILM 130 1,782 0 22 Aug 2017
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 282 8,587 0 16 Aug 2016
Multi-column Deep Neural Networks for Image Classification D. Ciresan U. Meier Jürgen Schmidhuber 181 3,945 0 13 Feb 2012