An Embarrassingly Simple Backdoor Attack on Self-supervised Learning

13 October 2022

Papers citing "An Embarrassingly Simple Backdoor Attack on Self-supervised Learning"

22 / 22 papers shown

Title
Prototype Guided Backdoor Defense Venkat Adithya Amula Sunayana Samavedam Saurabh Saini Avani Gupta Narayanan P J AAML 50 0 0 26 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 159 0 0 11 Mar 2025
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 86 0 0 25 Feb 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
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 72 0 0 25 Nov 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
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 51 11 0 29 May 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
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
Backdoor Contrastive Learning via Bi-level Trigger Optimization Weiyu Sun Xinyu Zhang Hao Lu Ying 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
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 78 9 0 26 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
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
Activation Gradient based Poisoned Sample Detection Against Backdoor Attacks Danni Yuan Shaokui Wei Mingda Zhang Li Liu Baoyuan Wu AAML 40 5 0 11 Dec 2023
On the Security Risks of Knowledge Graph Reasoning Zhaohan Xi Tianyu Du Changjiang Li Ren Pang S. Ji Xiapu Luo Xusheng Xiao Fenglong Ma Ting Wang 22 8 0 03 May 2023
BotTriNet: A Unified and Efficient Embedding for Social Bots Detection via Metric Learning Jun Wu Xuesong Ye Yanyuet Man 42 16 0 06 Apr 2023
ESTAS: Effective and Stable Trojan Attacks in Self-supervised Encoders with One Target Unlabelled Sample Jiaqi Xue Qiang Lou AAML 14 8 0 20 Nov 2022
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,375 0 09 Mar 2020
Clean-Label Backdoor Attacks on Video Recognition Models Shihao Zhao Xingjun Ma Xiang Zheng James Bailey Jingjing Chen Yu-Gang Jiang AAML 196 274 0 06 Mar 2020
Model-Reuse Attacks on Deep Learning Systems Yujie Ji Xinyang Zhang S. Ji Xiapu Luo Ting Wang SILM AAML 134 186 0 02 Dec 2018