CorruptEncoder: Data Poisoning based Backdoor Attacks to Contrastive
Learning

CorruptEncoder: Data Poisoning based Backdoor Attacks to Contrastive Learning

15 November 2022

Neil Zhenqiang Gong

Papers citing "CorruptEncoder: Data Poisoning based Backdoor Attacks to Contrastive Learning"

16 / 16 papers shown

Title
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets Y. Zhang Yuxuan Zhou Tianyu Li Minghui Li Shengshan Hu Wei Luo L. Zhang AAML SILM 35 0 0 16 Apr 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
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 72 0 0 25 Feb 2025
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 70 0 0 25 Nov 2024
Semantic Shield: Defending Vision-Language Models Against Backdooring and Poisoning via Fine-grained Knowledge Alignment Alvi Md Ishmam Christopher Thomas AAML 112 3 0 23 Nov 2024
BadMerging: Backdoor Attacks Against Model Merging Jinghuai Zhang Jianfeng Chi Zheng Li Kunlin Cai Yang Zhang Yuan Tian MoMe FedML AAML 37 14 0 14 Aug 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 26 7 0 05 Jun 2024
FCert: Certifiably Robust Few-Shot Classification in the Era of Foundation Models Yanting Wang Wei Zou Jinyuan Jia 43 1 0 12 Apr 2024
Backdoor Contrastive Learning via Bi-level Trigger Optimization Weiyu Sun Xinyu Zhang Hao Lu Ying Chen Ting Wang Jinghui Chen Lu Lin 24 6 0 11 Apr 2024
Mudjacking: Patching Backdoor Vulnerabilities in Foundation Models Hongbin Liu Michael K. Reiter Neil Zhenqiang Gong AAML 26 2 0 22 Feb 2024
Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models Shawn Shan Wenxin Ding Josephine Passananti Stanley Wu Haitao Zheng Ben Y. Zhao SILM DiffM 24 44 0 20 Oct 2023
Detecting Backdoors in Pre-trained Encoders Shiwei Feng Guanhong Tao Shuyang Cheng Guangyu Shen Xiangzhe Xu Yingqi Liu Kaiyuan Zhang Shiqing Ma Xiangyu Zhang 74 46 0 23 Mar 2023
SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning Mengxin Zheng Jiaqi Xue Zihao Wang Xun Chen Qian Lou Lei Jiang XiaoFeng Wang 19 11 0 16 Mar 2023
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,170 0 01 Sep 2014