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Backdoor Learning: A Survey

17 July 2020

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Papers citing "Backdoor Learning: A Survey"

50 / 341 papers shown

Title
Backdoor for Debias: Mitigating Model Bias with Backdoor Attack-based Artificial Bias Shangxi Wu Qiuyang He Jitao Sang Jitao Sang 65 1 0 01 Mar 2023
Mitigating Backdoors in Federated Learning with FLD Yi-Wen Lin Pengyuan Zhou Zhiqian Wu Yong Liao FedML 42 2 0 01 Mar 2023
Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger Yi Yu Yufei Wang Wenhan Yang Shijian Lu Yap-Peng Tan Alex C. Kot 110 44 0 28 Feb 2023
A semantic backdoor attack against Graph Convolutional Networks Jiazhu Dai Zhipeng Xiong AAML 104 10 0 28 Feb 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 84 22 0 27 Feb 2023
Defending Against Backdoor Attacks by Layer-wise Feature Analysis N. Jebreel J. Domingo-Ferrer Yiming Li AAML 84 13 0 24 Feb 2023
Analyzing And Editing Inner Mechanisms Of Backdoored Language Models Max Lamparth Anka Reuel KELM 73 11 0 24 Feb 2023
ASSET: Robust Backdoor Data Detection Across a Multiplicity of Deep Learning Paradigms Minzhou Pan Yi Zeng Lingjuan Lyu Xinyu Lin R. Jia AAML 89 37 0 22 Feb 2023
On Feasibility of Server-side Backdoor Attacks on Split Learning Behrad Tajalli Oguzhan Ersoy S. Picek FedML SILM 106 8 0 19 Feb 2023
Backdoor Learning for NLP: Recent Advances, Challenges, and Future Research Directions Marwan Omar SILM AAML 73 20 0 14 Feb 2023
Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines Eugene Bagdasaryan Vitaly Shmatikov AAML 92 2 0 09 Feb 2023
Shortcut Detection with Variational Autoencoders Nicolas Müller Simon Roschmann Shahbaz Khan Philip Sperl Konstantin Böttinger AAML DRL 65 2 0 08 Feb 2023
Training-free Lexical Backdoor Attacks on Language Models Yujin Huang Terry Yue Zhuo Xingliang Yuan Han Hu Lizhen Qu Chunyang Chen SILM 92 45 0 08 Feb 2023
On Function-Coupled Watermarks for Deep Neural Networks Xiangyu Wen Yu Li Weizhen Jiang Qian-Lan Xu AAML 57 1 0 08 Feb 2023
SCALE-UP: An Efficient Black-box Input-level Backdoor Detection via Analyzing Scaled Prediction Consistency Junfeng Guo Yiming Li Xun Chen Hanqing Guo Lichao Sun Cong Liu AAML MLAU 85 107 0 07 Feb 2023
TextShield: Beyond Successfully Detecting Adversarial Sentences in Text Classification Lingfeng Shen Ze Zhang Haiyun Jiang Ying-Cong Chen AAML 111 5 0 03 Feb 2023
SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification Gorka Abad Jing Xu Stefanos Koffas Behrad Tajalli S. Picek Mauro Conti AAML 104 6 0 03 Feb 2023
BackdoorBox: A Python Toolbox for Backdoor Learning Yiming Li Mengxi Ya Yang Bai Yong Jiang Shutao Xia AAML 98 42 0 01 Feb 2023
Salient Conditional Diffusion for Defending Against Backdoor Attacks Brandon B. May N. Joseph Tatro Dylan Walker Piyush Kumar N. Shnidman DiffM 55 8 0 31 Jan 2023
Towards Adversarial Realism and Robust Learning for IoT Intrusion Detection and Classification João Vitorino Isabel Praça Eva Maia AAML 88 28 0 30 Jan 2023
Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering Rui Zhu Di Tang Siyuan Tang Guanhong Tao Shiqing Ma Xiaofeng Wang Haixu Tang DD 59 4 0 29 Jan 2023
BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing Jiali Wei Ming Fan Wenjing Jiao Wuxia Jin Ting Liu AAML 94 15 0 25 Jan 2023
Threats, Vulnerabilities, and Controls of Machine Learning Based Systems: A Survey and Taxonomy Yusuke Kawamoto Kazumasa Miyake K. Konishi Y. Oiwa 58 4 0 18 Jan 2023
Facial Misrecognition Systems: Simple Weight Manipulations Force DNNs to Err Only on Specific Persons I. Zehavi Roee Nitzan A. Shamir AAML CVBM 62 3 0 08 Jan 2023
Silent Killer: A Stealthy, Clean-Label, Black-Box Backdoor Attack Tzvi Lederer Gallil Maimon Lior Rokach AAML 41 2 0 05 Jan 2023
Backdoor Attacks Against Dataset Distillation Yugeng Liu Zheng Li Michael Backes Yun Shen Yang Zhang DD 111 30 0 03 Jan 2023
Look, Listen, and Attack: Backdoor Attacks Against Video Action Recognition Hasan Hammoud Shuming Liu Mohammad Alkhrashi Fahad Albalawi Guohao Li AAML 116 9 0 03 Jan 2023
XMAM:X-raying Models with A Matrix to Reveal Backdoor Attacks for Federated Learning Jianyi Zhang Fangjiao Zhang Qichao Jin Zhiqiang Wang Xiaodong Lin X. Hei AAML FedML 82 1 0 28 Dec 2022
VSVC: Backdoor attack against Keyword Spotting based on Voiceprint Selection and Voice Conversion Hanbo Cai Pengcheng Zhang Hai Dong Yan Xiao Shunhui Ji 61 6 0 20 Dec 2022
Flareon: Stealthy any2any Backdoor Injection via Poisoned Augmentation Tianrui Qin Xianghuan He Xitong Gao Yiren Zhao Kejiang Ye Chengjie Xu AAML 65 3 0 20 Dec 2022
AI Security for Geoscience and Remote Sensing: Challenges and Future Trends Yonghao Xu Tao Bai Weikang Yu Shizhen Chang P. M. Atkinson Pedram Ghamisi AAML 89 47 0 19 Dec 2022
Training Data Influence Analysis and Estimation: A Survey Zayd Hammoudeh Daniel Lowd TDI 117 100 0 09 Dec 2022
Open RAN Security: Challenges and Opportunities Madhusanka Liyanage An Braeken Shahriar Shahabuddin Pasika Sashmal Ranaweera 79 88 0 03 Dec 2022
Backdoor Vulnerabilities in Normally Trained Deep Learning Models Guanhong Tao Zhenting Wang Shuyang Cheng Shiqing Ma Shengwei An Yingqi Liu Guangyu Shen Zhuo Zhang Yunshu Mao Xiangyu Zhang SILM 68 17 0 29 Nov 2022
Be Careful with Rotation: A Uniform Backdoor Pattern for 3D Shape Linkun Fan Fazhi He Qingchen Guo Wei Tang Xiaolin Hong Bing Li AAML 3DPC 74 9 0 28 Nov 2022
Federated Learning Attacks and Defenses: A Survey Yao Chen Yijie Gui Hong Lin Wensheng Gan Yongdong Wu FedML 79 31 0 27 Nov 2022
Don't Watch Me: A Spatio-Temporal Trojan Attack on Deep-Reinforcement-Learning-Augment Autonomous Driving Yinbo Yu Jiajia Liu 55 2 0 22 Nov 2022
Invisible Backdoor Attack with Dynamic Triggers against Person Re-identification Wenli Sun Xinyang Jiang Shuguang Dou Dongsheng Li Duoqian Miao Cheng Deng Cairong Zhao AAML 82 8 0 20 Nov 2022
PBSM: Backdoor attack against Keyword spotting based on pitch boosting and sound masking Hanbo Cai Pengcheng Zhang Hai Dong Yan Xiao Shunhui Ji AAML 35 7 0 16 Nov 2022
Backdoor Attacks for Remote Sensing Data with Wavelet Transform Nikolaus Drager Yonghao Xu Pedram Ghamisi AAML 67 13 0 15 Nov 2022
FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Shuo Shao Wenyuan Yang Hanlin Gu Zhan Qin Lixin Fan Qiang Yang Kui Ren FedML 71 31 0 14 Nov 2022
Resilience of Wireless Ad Hoc Federated Learning against Model Poisoning Attacks Naoya Tezuka H. Ochiai Yuwei Sun Hiroshi Esaki AAML 65 4 0 07 Nov 2022
Untargeted Backdoor Attack against Object Detection C. Luo Yiming Li Yong Jiang Shutao Xia AAML 75 32 0 02 Nov 2022
Dormant Neural Trojans Feisi Fu Panagiota Kiourti Wenchao Li AAML 81 0 0 02 Nov 2022
BATT: Backdoor Attack with Transformation-based Triggers Tong Xu Yiming Li Yong Jiang Shutao Xia AAML 93 15 0 02 Nov 2022
Backdoor Defense via Suppressing Model Shortcuts Shengyuan Yang Yiming Li Yong Jiang Shutao Xia AAML 82 12 0 02 Nov 2022
Watermarking for Out-of-distribution Detection Qizhou Wang Feng Liu Yonggang Zhang Jing Zhang Chen Gong Tongliang Liu Bo Han OODD 88 32 0 27 Oct 2022
Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesis Ruinan Jin Xiaoxiao Li FedML AAML MedIm 139 23 0 19 Oct 2022
Towards Fair Classification against Poisoning Attacks Han Xu Xiaorui Liu Yuxuan Wan Jiliang Tang 81 2 0 18 Oct 2022
COLLIDER: A Robust Training Framework for Backdoor Data H. M. Dolatabadi S. Erfani C. Leckie AAML 47 7 0 13 Oct 2022