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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
Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models Biao Yi Tiansheng Huang Sishuo Chen Tong Li Zheli Liu Zhixuan Chu Yiming Li AAML 21 9 0 19 Jun 2025
CertDW: Towards Certified Dataset Ownership Verification via Conformal Prediction Ting Qiao Yiming Li Jianbin Li Yingjia Wang Leyi Qi Junfeng Guo Ruili Feng Dacheng Tao AAML 14 0 0 16 Jun 2025
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models Wenhan Yao Fen Xiao Xiarun Chen Jia Liu yongqiang He Weiping Wen AAML SILM 10 0 0 10 Jun 2025
TwinBreak: Jailbreaking LLM Security Alignments based on Twin Prompts T. Krauß Hamid Dashtbani Alexandra Dmitrienko 12 0 0 09 Jun 2025
Trojan Horse Hunt in Time Series Forecasting for Space Operations Krzysztof Kotowski Ramez Shendy J. Nalepa P. Biecek Piotr Wilczyñski Agata Kaczmarek Dawid Płudowski Artur Janicki Evridiki Vasileia Ntagiou 62 0 0 02 Jun 2025
BadVLA: Towards Backdoor Attacks on Vision-Language-Action Models via Objective-Decoupled Optimization Xueyang Zhou Guiyao Tie Guowen Zhang Hechang Wang Pan Zhou Lichao Sun AAML 69 0 0 22 May 2025
The Ripple Effect: On Unforeseen Complications of Backdoor Attacks Rui Zhang Yun Shen Hongwei Li Wenbo Jiang Hanxiao Chen Yuan Zhang Guowen Xu Yang Zhang SILM AAML 78 0 0 16 May 2025
ROSA: Finding Backdoors with Fuzzing Dimitri Kokkonis Michaël Marcozzi Emilien Decoux Stefano Zacchiroli 63 0 0 13 May 2025
Comet: Accelerating Private Inference for Large Language Model by Predicting Activation Sparsity Guang Yan Yuhui Zhang Zimu Guo Lutan Zhao Xiaojun Chen Chen Wang Wenhao Wang Dan Meng Rui Hou 74 0 0 12 May 2025
BadLingual: A Novel Lingual-Backdoor Attack against Large Language Models Ziyi Wang Hongwei Li Rui Zhang Wenbo Jiang Kangjie Chen Tianwei Zhang Qingchuan Zhao Guowen Xu AAML 97 0 0 06 May 2025
MergeGuard: Efficient Thwarting of Trojan Attacks in Machine Learning Models Soheil Zibakhsh Shabgahi Yaman Jandali F. Koushanfar MoMe AAML 97 0 0 06 May 2025
Cert-SSB: Toward Certified Sample-Specific Backdoor Defense Ting Qiao Yansen Wang Xing Liu Sixing Wu Jianbing Li Yiming Li AAML SILM 150 0 0 30 Apr 2025
Robo-Troj: Attacking LLM-based Task Planners Mohaiminul Al Nahian Zainab Altaweel David Reitano Sabbir Ahmed Saumitra Lohokare Shiqi Zhang AAML 133 0 0 23 Apr 2025
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations Liangbo Ning Wenqi Fan Qing Li AAML SILM 110 0 0 15 Apr 2025
Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models Jianfei Chen Yu Pan Yi Du Chunkai Wu Lin Wang DiffM 61 0 0 08 Apr 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 101 0 0 30 Mar 2025
DeBackdoor: A Deductive Framework for Detecting Backdoor Attacks on Deep Models with Limited Data Dorde Popovic Amin Sadeghi Ting Yu Sanjay Chawla Issa M. Khalil AAML 126 0 0 27 Mar 2025
A Semantic and Clean-label Backdoor Attack against Graph Convolutional Networks Jiazhu Dai Haoyu Sun AAML 99 0 0 19 Mar 2025
Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization Wen Liu Zhiying Deng Zhongyu Niu Jun Wang Yining Qi Zhigang Zeng Ruixuan Li 112 3 0 08 Mar 2025
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor Watermarking Yiming Li Kaiying Yan Shuo Shao Tongqing Zhai Shu-Tao Xia Zhan Qin D. Tao AAML 368 0 0 02 Mar 2025
Re-Imagining Multimodal Instruction Tuning: A Representation View Yiyang Liu James Liang Ruixiang Tang Yugyung Lee Majid Rabbani ... Raghuveer M. Rao Lifu Huang Dongfang Liu Qifan Wang Cheng Han 407 0 0 02 Mar 2025
A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models Vu Tuan Truong Long Bao Le DiffM AAML 525 0 0 26 Feb 2025
Multi-Target Federated Backdoor Attack Based on Feature Aggregation Lingguag Hao K. Hao Bing Wei Xue-song Tang FedML AAML 110 0 0 23 Feb 2025
REFINE: Inversion-Free Backdoor Defense via Model Reprogramming Yuxiao Chen Shuo Shao Enhao Huang Yiming Li Pin-Yu Chen Zhan Qin Kui Ren AAML 99 9 0 22 Feb 2025
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning in Diffusion Model Weilin Lin Nanjun Zhou Yijiao Wang Jianze Li Hui Xiong Li Liu AAML DiffM 439 1 0 17 Feb 2025
Scanning Trojaned Models Using Out-of-Distribution Samples Hossein Mirzaei Ali Ansari Bahar Dibaei Nia Mojtaba Nafez Moein Madadi ... Kian Shamsaie Mahdi Hajialilue Jafar Habibi Mohammad Sabokrou M. Rohban OODD 141 3 0 28 Jan 2025
FIT-Print: Towards False-claim-resistant Model Ownership Verification via Targeted Fingerprint Shuo Shao Haozhe Zhu Hongwei Yao Yiming Li Tianwei Zhang Zhan Qin Kui Ren AAML 474 0 0 26 Jan 2025
Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation Anh Tu Ngo Chuan Song Heng Nandish Chattopadhyay Anupam Chattopadhyay AAML 464 1 0 06 Jan 2025
Stealthy Backdoor Attack to Real-world Models in Android Apps Jiali Wei Ming Fan Xicheng Zhang Wenjing Jiao Haoran Wang Ting Liu AAML 59 0 0 03 Jan 2025
Robust and Transferable Backdoor Attacks Against Deep Image Compression With Selective Frequency Prior Yi Yu Yufei Wang Wenhan Yang Lanqing Guo Shijian Lu Ling-yu Duan Yap-Peng Tan Alex C. Kot AAML 126 9 0 02 Dec 2024
Quantized Delta Weight Is Safety Keeper Yule Liu Zhen Sun Xinlei He Xinyi Huang 136 6 0 29 Nov 2024
FLARE: Toward Universal Dataset Purification against Backdoor Attacks Linshan Hou Wei Luo Zhongyun Hua Songhua Chen L. Zhang Yiming Li AAML 147 0 0 29 Nov 2024
Twin Trigger Generative Networks for Backdoor Attacks against Object Detection Zhiying Li Zhi Liu Guanggang Geng Shreyank N. Gowda Shuyuan Lin Jian Weng Xiaobo Jin AAML 101 0 0 23 Nov 2024
TrojanRobot: Physical-World Backdoor Attacks Against VLM-based Robotic Manipulation Xiaobei Wang Hewen Pan Hangtao Zhang Minghui Li Shengshan Hu ... Peijin Guo Yichen Wang Wei Wan Aishan Liu L. Zhang AAML 178 2 0 18 Nov 2024
ProP: Efficient Backdoor Detection via Propagation Perturbation for Overparametrized Models Tao Ren Qiongxiu Li AAML 74 0 0 11 Nov 2024
Solving Trojan Detection Competitions with Linear Weight Classification Todd P. Huster Peter Lin Razvan Stefanescu E. Ekwedike R. Chadha AAML 77 0 0 05 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 96 0 0 05 Nov 2024
Backdoor Attack on Vertical Federated Graph Neural Network Learning Jirui Yang Peng Chen Zhihui Lu Ruijun Deng Qiang Duan Jianping Zeng AAML FedML 481 0 0 15 Oct 2024
SplitLLM: Collaborative Inference of LLMs for Model Placement and Throughput Optimization Akrit Mudvari Yuang Jiang Leandros Tassiulas 68 6 0 14 Oct 2024
Backdooring Vision-Language Models with Out-Of-Distribution Data Weimin Lyu Jiachen Yao Saumya Gupta Lu Pang Tao Sun Lingjie Yi Lijie Hu Haibin Ling Chao Chen VLM AAML 131 8 0 02 Oct 2024
Efficient Backdoor Defense in Multimodal Contrastive Learning: A Token-Level Unlearning Method for Mitigating Threats Kuanrong Liu Siyuan Liang Jiawei Liang Pengwen Dai Xiaochun Cao MU AAML 85 3 0 29 Sep 2024
Psychometrics for Hypnopaedia-Aware Machinery via Chaotic Projection of Artificial Mental Imagery Ching-Chun Chang Kai Gao Shuying Xu Anastasia Kordoni Christopher Leckie Isao Echizen 65 0 0 29 Sep 2024
Trigger-Based Fragile Model Watermarking for Image Transformation Networks Preston K. Robinette Dung T. Nguyen Samuel Sasaki Taylor T. Johnson WIGM 47 0 0 28 Sep 2024
TrojVLM: Backdoor Attack Against Vision Language Models Weimin Lyu Lu Pang Tengfei Ma Haibin Ling Chao Chen MLLM 97 11 0 28 Sep 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 92 4 0 26 Sep 2024
Hidden in Plain Sound: Environmental Backdoor Poisoning Attacks on Whisper, and Mitigations Jonatan Bartolini Todor Stoyanov Alberto Giaretta AAML 45 0 0 19 Sep 2024
On the Weaknesses of Backdoor-based Model Watermarking: An Information-theoretic Perspective Aoting Hu Yanzhi Chen Renjie Xie Adrian Weller 80 0 0 10 Sep 2024
Backdoor defense, learnability and obfuscation Paul Christiano Jacob Hilton Victor Lecomte Mark Xu AAML 50 1 0 04 Sep 2024
Backdoor Defense through Self-Supervised and Generative Learning Ivan Sabolić Ivan Grubišić Siniša Šegvić AAML 111 0 0 02 Sep 2024
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models Wenhan Yao Zedong XingXiarun Chen Jia Liu yongqiang He Weiping Wen AAML 92 1 0 28 Aug 2024