Poisoning and Backdooring Contrastive Learning

17 June 2021

Papers citing "Poisoning and Backdooring Contrastive Learning"

50 / 118 papers shown

Title
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 45 0 0 01 May 2025
Data Poisoning in Deep Learning: A Survey Pinlong Zhao Weiyao Zhu Pengfei Jiao Di Gao Ou Wu AAML 39 0 0 27 Mar 2025
C^2 ATTACK: Towards Representation Backdoor on CLIP via Concept Confusion Lijie Hu Junchi Liao Weimin Lyu Shaopeng Fu Tianhao Huang Shu Yang Guimin Hu Di Wang AAML 67 0 0 12 Mar 2025
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 80 0 0 25 Feb 2025
PersGuard: Preventing Malicious Personalization via Backdoor Attacks on Pre-trained Text-to-Image Diffusion Models Xinwei Liu X. Jia Yuan Xun Hua Zhang Xiaochun Cao DiffM AAML 49 0 0 22 Feb 2025
UNIDOOR: A Universal Framework for Action-Level Backdoor Attacks in Deep Reinforcement Learning Oubo Ma L. Du Yang Dai Chunyi Zhou Qingming Li Yuwen Pu Shouling Ji 43 0 0 28 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
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 72 0 0 25 Nov 2024
Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense Rui Min Zeyu Qin Nevin L. Zhang Li Shen Minhao Cheng AAML 31 4 0 13 Oct 2024
Invisibility Cloak: Disappearance under Human Pose Estimation via Backdoor Attacks Minxing Zhang Michael Backes Xiao Zhang AAML 24 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 59 2 0 02 Oct 2024
Contrastive Abstraction for Reinforcement Learning Vihang Patil M. Hofmarcher Elisabeth Rumetshofer Sepp Hochreiter OffRL SSL 24 2 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 31 1 0 29 Sep 2024
TrojVLM: Backdoor Attack Against Vision Language Models Weimin Lyu Lu Pang Tengfei Ma Haibin Ling Chao Chen MLLM 29 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
Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense Jeremy A. Styborski Mingzhi Lyu Y. Huang Adams Kong 39 0 0 13 Sep 2024
Backdoor Defense through Self-Supervised and Generative Learning Ivan Sabolić Ivan Grubišić Siniša Šegvić AAML 56 0 0 02 Sep 2024
BAPLe: Backdoor Attacks on Medical Foundational Models using Prompt Learning Asif Hanif Fahad Shamshad Muhammad Awais Muzammal Naseer F. Khan Karthik Nandakumar Salman Khan Rao Muhammad Anwer MedIm AAML 43 3 0 14 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 56 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 32 0 0 03 Aug 2024
Vera Verto: Multimodal Hijacking Attack Minxing Zhang Wenhao Yang H. Bidkhori Yang Zhang AAML 26 0 0 31 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 36 7 0 05 Jun 2024
AI Risk Management Should Incorporate Both Safety and Security Xiangyu Qi Yangsibo Huang Yi Zeng Edoardo Debenedetti Jonas Geiping ... Chaowei Xiao Bo-wen Li Dawn Song Peter Henderson Prateek Mittal AAML 48 10 0 29 May 2024
TrojFM: Resource-efficient Backdoor Attacks against Very Large Foundation Models Yuzhou Nie Yanting Wang Jinyuan Jia Michael J. De Lucia Nathaniel D. Bastian Wenbo Guo Dawn Song SILM AAML 34 5 0 27 May 2024
Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack Mingli Zhu Siyuan Liang Baoyuan Wu AAML 42 14 0 25 May 2024
BDetCLIP: Multimodal Prompting Contrastive Test-Time Backdoor Detection Yuwei Niu Shuo He Qi 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 Mengnan Du Hongwei Wang Shiqing Ma Hongwei Wang Shiqing Ma AAML SSL 49 2 0 23 May 2024
SEEP: Training Dynamics Grounds Latent Representation Search for Mitigating Backdoor Poisoning Attacks Xuanli He Qiongkai Xu Jun Wang Benjamin I. P. Rubinstein Trevor Cohn AAML 42 4 0 19 May 2024
Espresso: Robust Concept Filtering in Text-to-Image Models Anudeep Das Vasisht Duddu Rui Zhang Nadarajah Asokan EGVM 29 5 0 30 Apr 2024
RankCLIP: Ranking-Consistent Language-Image Pretraining Yiming Zhang Zhuokai Zhao Zhaorun Chen Zhili Feng Zenghui Ding Yining Sun SSL VLM 48 7 0 15 Apr 2024
FCert: Certifiably Robust Few-Shot Classification in the Era of Foundation Models Yanting Wang Wei Zou Jinyuan Jia 45 1 0 12 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
MedBN: Robust Test-Time Adaptation against Malicious Test Samples Hyejin Park Jeongyeon Hwang Sunung Mun Sangdon Park Jungseul Ok AAML TTA OOD 32 5 0 28 Mar 2024
Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning Siyuan Liang Kuanrong Liu Jiajun Gong Jiawei Liang Yuan Xun Ee-Chien Chang Xiaochun Cao AAML MU 29 13 0 24 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 21 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
VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models Jiawei Liang Siyuan Liang Man Luo Aishan Liu Dongchen Han Ee-Chien Chang Xiaochun Cao 38 37 0 21 Feb 2024
Indiscriminate Data Poisoning Attacks on Pre-trained Feature Extractors Yiwei Lu Matthew Y.R. Yang Gautam Kamath Yaoliang Yu AAML SILM 42 8 0 20 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 21 0 14 Feb 2024
PoisonedRAG: Knowledge Poisoning Attacks to Retrieval-Augmented Generation of Large Language Models Wei Zou Runpeng Geng Binghui Wang Jinyuan Jia SILM 31 45 1 12 Feb 2024
Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language Models Yuancheng Xu Jiarui Yao Manli Shu Yanchao Sun Zichu Wu Ning Yu Tom Goldstein Furong Huang AAML 30 16 0 05 Feb 2024
Preference Poisoning Attacks on Reward Model Learning Junlin Wu Jiong Wang Chaowei Xiao Chenguang Wang Ning Zhang Yevgeniy Vorobeychik AAML 24 5 0 02 Feb 2024
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
Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking Shengsheng Qian Yifei Wang Dizhan Xue Shengjie Zhang Huaiwen Zhang Changsheng Xu AAML 41 1 0 13 Dec 2023
Robust Backdoor Detection for Deep Learning via Topological Evolution Dynamics Xiaoxing Mo Yechao Zhang Leo Yu Zhang Wei Luo Nan Sun Shengshan Hu Shang Gao Yang Xiang AAML 17 15 0 05 Dec 2023
CLAP: Isolating Content from Style through Contrastive Learning with Augmented Prompts Yichao Cai Yuhang Liu Zhen Zhang Javen Qinfeng Shi CLIP VLM 26 5 0 28 Nov 2023
Effective Backdoor Mitigation in Vision-Language Models Depends on the Pre-training Objective Sahil Verma Gantavya Bhatt Avi Schwarzschild Soumye Singhal Arnav M. Das Chirag Shah John P Dickerson Jeff Bilmes J. Bilmes AAML 59 1 0 25 Nov 2023
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning Siyuan Liang Mingli Zhu Aishan Liu Baoyuan Wu Xiaochun Cao Ee-Chien Chang 32 50 0 20 Nov 2023
Nepotistically Trained Generative-AI Models Collapse Matyáš Boháček Hany Farid 49 17 0 20 Nov 2023