Blind Backdoors in Deep Learning Models

8 May 2020

Papers citing "Blind Backdoors in Deep Learning Models"

50 / 162 papers shown

Title
On the Security Risks of ML-based Malware Detection Systems: A Survey Ping He Yuhao Mao Changjiang Li Lorenzo Cavallaro Ting Wang Shouling Ji 17 0 0 16 May 2025
ChainMarks: Securing DNN Watermark with Cryptographic Chain Brian Choi Shu Wang Isabelle Choi Kun Sun 46 0 0 08 May 2025
Traceback of Poisoning Attacks to Retrieval-Augmented Generation Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 64 0 0 30 Apr 2025
Propaganda via AI? A Study on Semantic Backdoors in Large Language Models Nay Myat Min Long H. Pham Yige Li Jun Sun AAML 28 0 0 15 Apr 2025
Robust Federated Learning Against Poisoning Attacks: A GAN-Based Defense Framework Usama Zafar André Teixeira Salman Toor FedML AAML 54 0 0 26 Mar 2025
A Semantic and Clean-label Backdoor Attack against Graph Convolutional Networks Jiazhu Dai Haoyu Sun AAML 68 0 0 19 Mar 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Y. Huang Mi Zhang Z. Wang Wenxuan Li Min Yang AAML AI4TS 56 0 0 12 Mar 2025
ReVeil: Unconstrained Concealed Backdoor Attack on Deep Neural Networks using Machine Unlearning Manaar Alam Hithem Lamri Michail Maniatakos AAML 57 1 0 17 Feb 2025
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning in Diffusion Model Weilin Lin Nanjun Zhou Y. Wang Jianze Li Hui Xiong Li Liu AAML DiffM 175 0 0 17 Feb 2025
Gradient Purification: Defense Against Poisoning Attack in Decentralized Federated Learning Bin Li Xiaoye Miao Yongheng Shang Xinkui Zhao AAML 44 0 0 08 Jan 2025
Stealthy Backdoor Attack to Real-world Models in Android Apps Jiali Wei Ming Fan Xicheng Zhang Wenjing Jiao H. Wang Ting Liu AAML 26 0 0 03 Jan 2025
Data Free Backdoor Attacks Bochuan Cao Jinyuan Jia Chuxuan Hu Wenbo Guo Zhen Xiang Jinghui Chen Bo-wen Li Dawn Song AAML 74 0 0 09 Dec 2024
Streamlined Federated Unlearning: Unite as One to Be Highly Efficient Lei Zhou Youwen Zhu Qiao Xue Ji Zhang Pengfei Zhang MU 87 1 0 28 Nov 2024
BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense Evaluation Haiyang Yu Tian Xie Jiaping Gui Pengyang Wang P. Yi Yue Wu 50 1 0 17 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 36 0 0 05 Nov 2024
Using Interleaved Ensemble Unlearning to Keep Backdoors at Bay for Finetuning Vision Transformers Zeyu Michael Li AAML 23 0 0 01 Oct 2024
Understanding Data Importance in Machine Learning Attacks: Does Valuable Data Pose Greater Harm? Rui Wen Michael Backes Yang Zhang TDI AAML 41 0 0 05 Sep 2024
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Rui Zeng Xi Chen Yuwen Pu Xuhong Zhang Tianyu Du Shouling Ji 41 2 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 36 0 0 28 Aug 2024
A Practical Trigger-Free Backdoor Attack on Neural Networks Jiahao Wang Xianglong Zhang Xiuzhen Cheng Pengfei Hu Guoming Zhang AAML 47 0 0 21 Aug 2024
A Survey of Trojan Attacks and Defenses to Deep Neural Networks Lingxin Jin Xianyu Wen Wei Jiang Jinyu Zhan AAML 36 1 0 15 Aug 2024
EmoBack: Backdoor Attacks Against Speaker Identification Using Emotional Prosody Coen Schoof Hao-Wen Dong Mauro Conti S. Picek AAML 43 1 0 02 Aug 2024
Backdoor Attacks against Hybrid Classical-Quantum Neural Networks Ji Guo Wenbo Jiang Rui Zhang Wenshu Fan Jiachen Li Guoming Lu AAML 35 1 0 23 Jul 2024
A Method to Facilitate Membership Inference Attacks in Deep Learning Models Zitao Chen Karthik Pattabiraman MIACV MLAU AAML MIALM 67 1 0 02 Jul 2024
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition Wenhan Yao Jiangkun Yang yongqiang He Jia Liu Weiping Wen 44 1 0 16 Jun 2024
Generalization Bound and New Algorithm for Clean-Label Backdoor Attack Lijia Yu Shuang Liu Yibo Miao Xiao-Shan Gao Lijun Zhang AAML 34 5 0 02 Jun 2024
Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness Weilin Lin Li Liu Shaokui Wei Jianze Li Hui Xiong AAML 45 2 0 30 May 2024
BAN: Detecting Backdoors Activated by Adversarial Neuron Noise Xiaoyun Xu Zhuoran Liu Stefanos Koffas Shujian Yu S. Picek AAML 32 1 0 30 May 2024
Towards Unified Robustness Against Both Backdoor and Adversarial Attacks Zhenxing Niu Yuyao Sun Qiguang Miao Rong Jin Gang Hua AAML 38 6 0 28 May 2024
Unified Neural Backdoor Removal with Only Few Clean Samples through Unlearning and Relearning Nay Myat Min Long H. Pham Jun Sun MU AAML 40 0 0 23 May 2024
Interactive Simulations of Backdoors in Neural Networks Peter Bajcsy Maxime Bros 35 0 0 21 May 2024
Not All Prompts Are Secure: A Switchable Backdoor Attack Against Pre-trained Vision Transformers Shengyuan Yang Jiawang Bai Kuofeng Gao Yong-Liang Yang Yiming Li Shu-Tao Xia AAML SILM 35 5 0 17 May 2024
Let's Focus: Focused Backdoor Attack against Federated Transfer Learning Marco Arazzi Stefanos Koffas Antonino Nocera S. Picek AAML FedML 35 3 0 30 Apr 2024
Detector Collapse: Backdooring Object Detection to Catastrophic Overload or Blindness Hangtao Zhang Shengshan Hu Yichen Wang Leo Yu Zhang Ziqi Zhou Xianlong Wang Yanjun Zhang Chao Chen 24 0 0 17 Apr 2024
LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning Shuyang Cheng Guanhong Tao Yingqi Liu Guangyu Shen Shengwei An Shiwei Feng Xiangzhe Xu Kaiyuan Zhang Shiqing Ma Xiangyu Zhang AAML 32 3 0 25 Mar 2024
Mask-based Invisible Backdoor Attacks on Object Detection Jeongjin Shin AAML 25 0 0 20 Mar 2024
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency Soumyadeep Pal Yuguang Yao Ren Wang Bingquan Shen Sijia Liu AAML 36 8 0 15 Mar 2024
Model X-ray:Detect Backdoored Models via Decision Boundary Yanghao Su Jie Zhang Ting Xu Tianwei Zhang Weiming Zhang Neng H. Yu AAML 47 1 0 27 Feb 2024
SusFL: Energy-Aware Federated Learning-based Monitoring for Sustainable Smart Farms Dian Chen Paul Yang Ing-Ray Chen D. Ha Jin-Hee Cho 15 1 0 15 Feb 2024
A Trembling House of Cards? Mapping Adversarial Attacks against Language Agents Lingbo Mo Zeyi Liao Boyuan Zheng Yu-Chuan Su Chaowei Xiao Huan Sun AAML LLMAG 41 15 0 15 Feb 2024
Architectural Neural Backdoors from First Principles Harry Langford Ilia Shumailov Yiren Zhao Robert D. Mullins Nicolas Papernot AAML 32 2 0 10 Feb 2024
Time-Distributed Backdoor Attacks on Federated Spiking Learning Gorka Abad S. Picek A. Urbieta AAML FedML 21 2 0 05 Feb 2024
MEA-Defender: A Robust Watermark against Model Extraction Attack Peizhuo Lv Hualong Ma Kai Chen Jiachen Zhou Shengzhi Zhang Ruigang Liang Shenchen Zhu Pan Li Yingjun Zhang MIACV AAML 25 7 0 26 Jan 2024
BackdoorBench: A Comprehensive Benchmark and Analysis of Backdoor Learning Baoyuan Wu Hongrui Chen Mingda Zhang Zihao Zhu Shaokui Wei Danni Yuan Mingli Zhu Ruotong Wang Li Liu Chaoxiao Shen AAML ELM 75 9 0 26 Jan 2024
WPDA: Frequency-based Backdoor Attack with Wavelet Packet Decomposition Zhengyao Song Yongqiang Li Danni Yuan Li Liu Shaokui Wei Baoyuan Wu AAML 35 4 0 24 Jan 2024
Towards Efficient and Certified Recovery from Poisoning Attacks in Federated Learning Yu Jiang Jiyuan Shen Ziyao Liu Chee Wei Tan Kwok-Yan Lam AAML FedML 39 5 0 16 Jan 2024
End-to-End Anti-Backdoor Learning on Images and Time Series Yujing Jiang Xingjun Ma S. Erfani Yige Li James Bailey 40 1 0 06 Jan 2024
FedQV: Leveraging Quadratic Voting in Federated Learning Tianyue Chu Nikolaos Laoutaris FedML 24 2 0 02 Jan 2024
FlowMur: A Stealthy and Practical Audio Backdoor Attack with Limited Knowledge Jiahe Lan Jie Wang Baochen Yan Zheng Yan Elisa Bertino AAML 21 10 0 15 Dec 2023
Performance-lossless Black-box Model Watermarking Na Zhao Kejiang Chen Weiming Zhang Neng H. Yu 41 1 0 11 Dec 2023