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Backdoor Learning: A Survey

17 July 2020

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Papers citing "Backdoor Learning: A Survey"

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Title
Understanding Impacts of Task Similarity on Backdoor Attack and Detection Di Tang Rui Zhu Xiaofeng Wang Haixu Tang Yi Chen AAML 105 5 0 12 Oct 2022
Backdoor Attacks in the Supply Chain of Masked Image Modeling Xinyue Shen Xinlei He Zheng Li Yun Shen Michael Backes Yang Zhang 78 8 0 04 Oct 2022
ImpNet: Imperceptible and blackbox-undetectable backdoors in compiled neural networks Eleanor Clifford Ilia Shumailov Yiren Zhao Ross J. Anderson Robert D. Mullins 93 14 0 30 Sep 2022
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection Yiming Li Yang Bai Yong Jiang Yong-Liang Yang Shutao Xia Bo Li AAML 130 108 0 27 Sep 2022
BadRes: Reveal the Backdoors through Residual Connection Min He Tianyu Chen Haoyi Zhou Shanghang Zhang Jianxin Li 52 1 0 15 Sep 2022
Reducing Certified Regression to Certified Classification for General Poisoning Attacks Zayd Hammoudeh Daniel Lowd AAML 82 10 0 29 Aug 2022
Imperceptible and Robust Backdoor Attack in 3D Point Cloud Kuofeng Gao Jiawang Bai Baoyuan Wu Mengxi Ya Shutao Xia AAML 3DPC 91 33 0 17 Aug 2022
Attention Hijacking in Trojan Transformers Weimin Lyu Songzhu Zheng Teng Ma Haibin Ling Chao Chen 83 8 0 09 Aug 2022
Data-free Backdoor Removal based on Channel Lipschitzness Runkai Zheng Rong Tang Jianze Li Li Liu AAML 84 109 0 05 Aug 2022
Black-box Dataset Ownership Verification via Backdoor Watermarking Yiming Li Mingyan Zhu Xue Yang Yong Jiang Tao Wei Shutao Xia AAML 82 81 0 04 Aug 2022
MOVE: Effective and Harmless Ownership Verification via Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yang Bai Yong Jiang Shutao Xia Xiaochun Cao Kui Ren AAML 97 14 0 04 Aug 2022
Hardly Perceptible Trojan Attack against Neural Networks with Bit Flips Jiawang Bai Kuofeng Gao Dihong Gong Shutao Xia Zhifeng Li Wen Liu AAML 80 29 0 27 Jul 2022
FRIB: Low-poisoning Rate Invisible Backdoor Attack based on Feature Repair Hui Xia Xiugui Yang X. Qian Rui Zhang AAML 49 1 0 26 Jul 2022
Versatile Weight Attack via Flipping Limited Bits Jiawang Bai Baoyuan Wu Zhifeng Li Shutao Xia AAML 64 19 0 25 Jul 2022
Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation Tong Wu Tianhao Wang Vikash Sehwag Saeed Mahloujifar Prateek Mittal AAML 93 39 0 22 Jul 2022
Backdoor Attacks on Crowd Counting Yuhua Sun Tailai Zhang Xingjun Ma Pan Zhou Jian Lou Zichuan Xu Xing Di Yu Cheng Lichao AAML 76 15 0 12 Jul 2022
Auditing Visualizations: Transparency Methods Struggle to Detect Anomalous Behavior Jean-Stanislas Denain Jacob Steinhardt AAML 104 7 0 27 Jun 2022
BackdoorBench: A Comprehensive Benchmark of Backdoor Learning Baoyuan Wu Hongrui Chen Ruotong Wang Zihao Zhu Shaokui Wei Danni Yuan Chaoxiao Shen ELM AAML 138 146 0 25 Jun 2022
Transferable Graph Backdoor Attack Shuiqiao Yang Bao Gia Doan Paul Montague O. Vel Tamas Abraham S. Çamtepe Damith C. Ranasinghe S. Kanhere AAML 96 39 0 21 Jun 2022
A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks Ganqu Cui Lifan Yuan Bingxiang He Yangyi Chen Zhiyuan Liu Maosong Sun AAML ELM SILM 95 73 0 17 Jun 2022
Edge Security: Challenges and Issues Xin Jin Charalampos Katsis Fan Sang Jiahao Sun A. Kundu Ramana Rao Kompella 86 9 0 14 Jun 2022
Membership Inference via Backdooring Hongsheng Hu Z. Salcic Gillian Dobbie Jinjun Chen Lichao Sun Xuyun Zhang MIACV 67 31 0 10 Jun 2022
CASSOCK: Viable Backdoor Attacks against DNN in The Wall of Source-Specific Backdoor Defences Shang Wang Yansong Gao Anmin Fu Zhi-Li Zhang Yuqing Zhang W. Susilo Dongxi Liu AAML 115 12 0 31 May 2022
Towards A Proactive ML Approach for Detecting Backdoor Poison Samples Xiangyu Qi Tinghao Xie Jiachen T. Wang Tong Wu Saeed Mahloujifar Prateek Mittal AAML 95 52 0 26 May 2022
Circumventing Backdoor Defenses That Are Based on Latent Separability Xiangyu Qi Tinghao Xie Yiming Li Saeed Mahloujifar Prateek Mittal AAML 125 11 0 26 May 2022
On Collective Robustness of Bagging Against Data Poisoning Ruoxin Chen Zenan Li Jie Li Chentao Wu Junchi Yan 100 23 0 26 May 2022
WeDef: Weakly Supervised Backdoor Defense for Text Classification Lesheng Jin Zihan Wang Jingbo Shang AAML 98 15 0 24 May 2022
Towards a Defense Against Federated Backdoor Attacks Under Continuous Training Shuai Wang J. Hayase Giulia Fanti Sewoong Oh FedML 83 5 0 24 May 2022
MM-BD: Post-Training Detection of Backdoor Attacks with Arbitrary Backdoor Pattern Types Using a Maximum Margin Statistic Hang Wang Zhen Xiang David J. Miller G. Kesidis AAML 96 44 0 13 May 2022
Model-Contrastive Learning for Backdoor Defense Zhihao Yue Jun Xia Zhiwei Ling Ming Hu Ting Wang Xian Wei Mingsong Chen AAML 43 3 0 09 May 2022
A Temporal-Pattern Backdoor Attack to Deep Reinforcement Learning Yinbo Yu Jiajia Liu Shouqing Li Ke Huang Xudong Feng AAML 80 13 0 05 May 2022
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning Antonio Emanuele Cinà Kathrin Grosse Ambra Demontis Sebastiano Vascon Werner Zellinger Bernhard A. Moser Alina Oprea Battista Biggio Marcello Pelillo Fabio Roli AAML 89 127 0 04 May 2022
Data-Efficient Backdoor Attacks Pengfei Xia Ziqiang Li Wei Zhang Bin Li AAML FedML 47 32 0 22 Apr 2022
Narcissus: A Practical Clean-Label Backdoor Attack with Limited Information Yi Zeng Minzhou Pan H. Just Lingjuan Lyu M. Qiu R. Jia AAML 96 180 0 11 Apr 2022
Low-Loss Subspace Compression for Clean Gains against Multi-Agent Backdoor Attacks Siddhartha Datta N. Shadbolt AAML 79 6 0 07 Mar 2022
Physical Backdoor Attacks to Lane Detection Systems in Autonomous Driving Xingshuo Han Guowen Xu Yuanpu Zhou Xuehuan Yang Jiwei Li Tianwei Zhang AAML 104 47 0 02 Mar 2022
On the Effectiveness of Adversarial Training against Backdoor Attacks Yinghua Gao Dongxian Wu Jingfeng Zhang Guanhao Gan Shutao Xia Gang Niu Masashi Sugiyama AAML 83 23 0 22 Feb 2022
Debiasing Backdoor Attack: A Benign Application of Backdoor Attack in Eliminating Data Bias Shangxi Wu Qi He Yi Zhang Jitao Sang AAML 98 2 0 18 Feb 2022
A Survey of Neural Trojan Attacks and Defenses in Deep Learning Jie Wang Ghulam Mubashar Hassan Naveed Akhtar AAML 74 26 0 15 Feb 2022
Progressive Backdoor Erasing via connecting Backdoor and Adversarial Attacks Bingxu Mu Zhenxing Niu Le Wang Xue Wang Rong Jin G. Hua AAML 42 16 0 13 Feb 2022
PolicyCleanse: Backdoor Detection and Mitigation in Reinforcement Learning Junfeng Guo Ang Li Cong Liu AAML 102 17 0 08 Feb 2022
Backdoor Defense via Decoupling the Training Process Kunzhe Huang Yiming Li Baoyuan Wu Zhan Qin Kui Ren AAML FedML 71 194 0 05 Feb 2022
Few-Shot Backdoor Attacks on Visual Object Tracking Yiming Li Haoxiang Zhong Xingjun Ma Yong Jiang Shutao Xia AAML 111 55 0 31 Jan 2022
Backdoors Stuck At The Frontdoor: Multi-Agent Backdoor Attacks That Backfire Siddhartha Datta N. Shadbolt AAML 99 7 0 28 Jan 2022
Identifying a Training-Set Attack's Target Using Renormalized Influence Estimation Zayd Hammoudeh Daniel Lowd TDI 110 29 0 25 Jan 2022
Post-Training Detection of Backdoor Attacks for Two-Class and Multi-Attack Scenarios Zhen Xiang David J. Miller G. Kesidis AAML 83 47 0 20 Jan 2022
Towards Adversarial Evaluations for Inexact Machine Unlearning Shashwat Goel Ameya Prabhu Amartya Sanyal Ser-Nam Lim Philip Torr Ponnurangam Kumaraguru AAML ELM MU 115 59 0 17 Jan 2022
Neighboring Backdoor Attacks on Graph Convolutional Network Liang Chen Qibiao Peng Jintang Li Yang Liu Jiawei Chen Yong Li Zibin Zheng GNN AAML 78 11 0 17 Jan 2022
Rethink the Evaluation for Attack Strength of Backdoor Attacks in Natural Language Processing Lingfeng Shen Haiyun Jiang Lemao Liu Shuming Shi ELM 24 1 0 09 Jan 2022
Few-shot Backdoor Defense Using Shapley Estimation Jiyang Guan Zhuozhuo Tu Ran He Dacheng Tao AAML 90 54 0 30 Dec 2021