BadEncoder: Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning

1 August 2021

Papers citing "BadEncoder: Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning"

50 / 106 papers shown

Title
A Unified and Scalable Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability Jie Zhu Jirong Zha Ding Li Leye Wang 31 0 0 15 May 2025
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Hanxun Huang Sarah Monazam Erfani Yige Li Xingjun Ma James Bailey AAML 44 0 0 08 May 2025
Protocol-agnostic and Data-free Backdoor Attacks on Pre-trained Models in RF Fingerprinting Tianya Zhao Ningning Wang Junqing Zhang Xuyu Wang AAML 50 0 0 01 May 2025
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets Wenjie Qu Yuxuan Zhou Tianyu Li Minghui Li Shengshan Hu Wei Luo L. Zhang AAML SILM 43 0 0 16 Apr 2025
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features Mingli Zhu Shaokui Wei Hongyuan Zha Baoyuan Wu AAML 44 0 0 23 Feb 2025
PersGuard: Preventing Malicious Personalization via Backdoor Attacks on Pre-trained Text-to-Image Diffusion Models Xinwei Liu Xiaojun Jia Yuan Xun Hua Zhang Xiaochun Cao DiffM AAML 49 0 0 22 Feb 2025
Data Free Backdoor Attacks Bochuan Cao Jinyuan Jia Chuxuan Hu Wenbo Guo Zhen Xiang Jinghui Chen Bo-wen Li Dawn Song AAML 81 0 0 09 Dec 2024
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 72 0 0 25 Nov 2024
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing Dongliang Guo Mengxuan Hu Zihan Guan Junfeng Guo Thomas Hartvigsen Sheng Li AAML 33 0 0 23 Oct 2024
Invisibility Cloak: Disappearance under Human Pose Estimation via Backdoor Attacks Minxing Zhang Michael Backes Xiao Zhang AAML 34 0 0 10 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 64 3 0 02 Oct 2024
Using Interleaved Ensemble Unlearning to Keep Backdoors at Bay for Finetuning Vision Transformers Zeyu Michael Li AAML 26 0 0 01 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 36 1 0 29 Sep 2024
TrojVLM: Backdoor Attack Against Vision Language Models Weimin Lyu Lu Pang Tengfei Ma Haibin Ling Chao Chen MLLM 37 7 0 28 Sep 2024
Adversarial Backdoor Defense in CLIP Junhao Kuang Siyuan Liang Jiawei Liang Kuanrong Liu Xiaochun Cao AAML 36 2 0 24 Sep 2024
Membership Inference Attack Against Masked Image Modeling Zehan Li Xinlei He Ning Yu Yang Zhang 42 1 0 13 Aug 2024
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning Services Shaopeng Fu Xuexue Sun Ke Qing Tianhang Zheng Di Wang AAML MIACV SILM 59 0 0 05 Aug 2024
Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers Weijie Zheng Xingjun Ma Hanxun Huang Zuxuan Wu Yu-Gang Jiang AAML 37 0 0 03 Aug 2024
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening Shuyang Cheng Guangyu Shen Kaiyuan Zhang Guanhong Tao Shengwei An Hanxi Guo Shiqing Ma Xiangyu Zhang AAML 31 0 0 16 Jul 2024
Mutual Information Guided Backdoor Mitigation for Pre-trained Encoders Tingxu Han Weisong Sun Ziqi Ding Chunrong Fang Hanwei Qian Jiaxun Li Zhenyu Chen Xiangyu Zhang AAML 38 7 0 05 Jun 2024
BDetCLIP: Multimodal Prompting Contrastive Test-Time Backdoor Detection Yuwei Niu Shuo He Qinglai Wei Feng Liu Lei Feng AAML 35 2 0 24 May 2024
Invisible Backdoor Attack against Self-supervised Learning Hanrong Zhang Zhenting Wang Tingxu Han Mingyu Jin Chenlu Zhan Jundong Li Hongwei Wang Shiqing Ma Hongwei Wang Shiqing Ma AAML SSL 49 2 0 23 May 2024
EmInspector: Combating Backdoor Attacks in Federated Self-Supervised Learning Through Embedding Inspection Yuwen Qian Shuchi Wu Kang Wei Ming Ding Di Xiao Tao Xiang Chuan Ma Song Guo FedML AAML 40 0 0 21 May 2024
Backdoor Contrastive Learning via Bi-level Trigger Optimization Weiyu Sun Xinyu Zhang Hao Lu Ying-Cong Chen Ting Wang Jinghui Chen Lu Lin 34 6 0 11 Apr 2024
How to Craft Backdoors with Unlabeled Data Alone? Yifei Wang Wenhan Ma Stefanie Jegelka Yisen Wang SyDa 29 0 0 10 Apr 2024
A Backdoor Approach with Inverted Labels Using Dirty Label-Flipping Attacks Orson Mengara AAML 38 4 0 29 Mar 2024
Optimization-based Prompt Injection Attack to LLM-as-a-Judge Jiawen Shi Zenghui Yuan Yinuo Liu Yue Huang Pan Zhou Lichao Sun Neil Zhenqiang Gong AAML 45 41 0 26 Mar 2024
On the Effectiveness of Distillation in Mitigating Backdoors in Pre-trained Encoder Tingxu Han Shenghan Huang Ziqi Ding Weisong Sun Yebo Feng ... Hanwei Qian Cong Wu Quanjun Zhang Yang Liu Zhenyu Chen 28 8 0 06 Mar 2024
Mudjacking: Patching Backdoor Vulnerabilities in Foundation Models Hongbin Liu Michael K. Reiter Neil Zhenqiang Gong AAML 33 2 0 22 Feb 2024
Instruction Backdoor Attacks Against Customized LLMs Rui Zhang Hongwei Li Rui Wen Wenbo Jiang Yuan Zhang Michael Backes Yun Shen Yang Zhang AAML SILM 30 24 0 14 Feb 2024
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIP Ruinan Jin Chun-Yin Huang Chenyu You Xiaoxiao Li AAML MedIm 30 2 0 01 Jan 2024
SSL-OTA: Unveiling Backdoor Threats in Self-Supervised Learning for Object Detection Qiannan Wang Changchun Yin Lu Zhou Liming Fang 11 1 0 30 Dec 2023
Pre-trained Trojan Attacks for Visual Recognition Aishan Liu Xinwei Zhang Yisong Xiao Yuguang Zhou Siyuan Liang Jiakai Wang Xianglong Liu Xiaochun Cao Dacheng Tao AAML 71 25 0 23 Dec 2023
On the Difficulty of Defending Contrastive Learning against Backdoor Attacks Changjiang Li Ren Pang Bochuan Cao Zhaohan Xi Jinghui Chen Shouling Ji Ting Wang AAML 36 6 0 14 Dec 2023
Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Survey Yichen Wan Youyang Qu Wei Ni Yong Xiang Longxiang Gao Ekram Hossain AAML 52 33 0 14 Dec 2023
Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking Shengsheng Qian Yifei Wang Dizhan Xue Shengjie Zhang Huaiwen Zhang Changsheng Xu AAML 43 1 0 13 Dec 2023
Refine, Discriminate and Align: Stealing Encoders via Sample-Wise Prototypes and Multi-Relational Extraction Shuchi Wu Chuan Ma Kang Wei Xiaogang Xu Ming Ding Yuwen Qian Tao Xiang 15 0 0 01 Dec 2023
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems Guangjing Wang Ce Zhou Yuanda Wang Bocheng Chen Hanqing Guo Qiben Yan AAML SILM 66 3 0 20 Nov 2023
Trustworthy Large Models in Vision: A Survey Ziyan Guo Li Xu Jun Liu MU 66 0 0 16 Nov 2023
Prompt Backdoors in Visual Prompt Learning Hai Huang Zhengyu Zhao Michael Backes Yun Shen Yang Zhang VLM VPVLM AAML SILM 43 2 0 11 Oct 2023
VLATTACK: Multimodal Adversarial Attacks on Vision-Language Tasks via Pre-trained Models Ziyi Yin Muchao Ye Tianrong Zhang Tianyu Du Jinguo Zhu Han Liu Jinghui Chen Ting Wang Fenglong Ma AAML VLM CoGe 33 36 0 07 Oct 2023
StegGuard: Fingerprinting Self-supervised Pre-trained Encoders via Secrets Embeder and Extractor Xingdong Ren Tianxing Zhang Hanzhou Wu Xinpeng Zhang Yinggui Wang Guangling Sun LLMSV 27 0 0 05 Oct 2023
GhostEncoder: Stealthy Backdoor Attacks with Dynamic Triggers to Pre-trained Encoders in Self-supervised Learning Qiannan Wang Changchun Yin Jiafei Wu Liming Fang Run Wang Chenhao Lin AAML 30 4 0 01 Oct 2023
BAGEL: Backdoor Attacks against Federated Contrastive Learning Yao Huang Kongyang Chen Jiannong Cao Jiaxing Shen Shaowei Wang Yun Peng Weilong Peng Kechao Cai FedML 34 3 0 14 Sep 2023
Adversarial Illusions in Multi-Modal Embeddings Tingwei Zhang Rishi Jha Eugene Bagdasaryan Vitaly Shmatikov AAML 34 8 0 22 Aug 2023
Self-Deception: Reverse Penetrating the Semantic Firewall of Large Language Models Zhenhua Wang Wei Xie Kai Chen Baosheng Wang Zhiwen Gui Enze Wang AAML SILM 27 6 0 16 Aug 2023
AdvCLIP: Downstream-agnostic Adversarial Examples in Multimodal Contrastive Learning Ziqi Zhou Shengshan Hu Minghui Li Hangtao Zhang Yechao Zhang Hai Jin AAML 6 64 0 14 Aug 2023
SSL-Auth: An Authentication Framework by Fragile Watermarking for Pre-trained Encoders in Self-supervised Learning Xiaobei Li Changchun Yin Liyue Zhu Xiaogang Xu Liming Fang Run Wang Chenhao Lin AAML 25 0 0 09 Aug 2023
Downstream-agnostic Adversarial Examples Ziqi Zhou Shengshan Hu Rui-Qing Zhao Qian Wang L. Zhang Junhui Hou Hai Jin SILM AAML 21 24 0 23 Jul 2023
DHBE: Data-free Holistic Backdoor Erasing in Deep Neural Networks via Restricted Adversarial Distillation Zhicong Yan Shenghong Li Ruijie Zhao Yuan Tian Yuanyuan Zhao AAML 36 11 0 13 Jun 2023