Adversarial Neuron Pruning Purifies Backdoored Deep Models

27 October 2021

Papers citing "Adversarial Neuron Pruning Purifies Backdoored Deep Models"

50 / 184 papers shown

Title
NBA: defensive distillation for backdoor removal via neural behavior alignment Zonghao Ying Bin Wu AAML 26 6 0 16 Jun 2024
Watch the Watcher! Backdoor Attacks on Security-Enhancing Diffusion Models Changjiang Li Ren Pang Bochuan Cao Jinghui Chen Fenglong Ma Shouling Ji Ting Wang DiffM 41 3 0 14 Jun 2024
Stealthy Targeted Backdoor Attacks against Image Captioning Wenshu Fan Hongwei Li Wenbo Jiang Meng Hao Shui Yu Xiao Zhang DiffM 27 6 0 09 Jun 2024
PromptFix: Few-shot Backdoor Removal via Adversarial Prompt Tuning Tianrong Zhang Zhaohan Xi Ting Wang Prasenjit Mitra Jinghui Chen AAML SILM 35 2 0 06 Jun 2024
Mutual Information Guided Backdoor Mitigation for Pre-trained Encoders Tingxu Han Dongrui Liu Ziqi Ding Chunrong Fang Hanwei Qian Jiaxun Li Zhenyu Chen Xiangyu Zhang AAML 38 7 0 05 Jun 2024
Invisible Backdoor Attacks on Diffusion Models Sen Li Junchi Ma Minhao Cheng WIGM 47 10 0 02 Jun 2024
Robust Knowledge Distillation Based on Feature Variance Against Backdoored Teacher Model Jinyin Chen Xiaoming Zhao Haibin Zheng Xiao Li Sheng Xiang Haifeng Guo AAML 30 3 0 01 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 50 2 0 30 May 2024
DiffPhysBA: Diffusion-based Physical Backdoor Attack against Person Re-Identification in Real-World Wenli Sun Xinyang Jiang Dongsheng Li Cairong Zhao DiffM AAML 27 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
Watermarking Counterfactual Explanations Hangzhi Guo Amulya Yadav AAML 38 0 0 29 May 2024
Towards Unified Robustness Against Both Backdoor and Adversarial Attacks Zhenxing Niu Yuyao Sun Qiguang Miao Rong Jin Gang Hua AAML 41 6 0 28 May 2024
Magnitude-based Neuron Pruning for Backdoor Defens Nan Li Haoyu Jiang Ping Yi AAML 21 1 0 28 May 2024
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective Nan Li Haiyang Yu Ping Yi AAML 33 0 0 28 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 36 5 0 27 May 2024
Pruning for Robust Concept Erasing in Diffusion Models Tianyun Yang Juan Cao Chang Xu 27 13 0 26 May 2024
Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack Mingli Zhu Siyuan Liang Baoyuan Wu AAML 47 14 0 25 May 2024
Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor Shaokui Wei Hongyuan Zha Baoyuan Wu AAML 59 3 0 25 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 45 0 0 23 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
Poisoning-based Backdoor Attacks for Arbitrary Target Label with Positive Triggers Binxiao Huang Jason Chun Lok Li Chang Liu Ngai Wong AAML 41 0 0 09 May 2024
Unlearning Backdoor Attacks through Gradient-Based Model Pruning Kealan Dunnett Reza Arablouei Dimity Miller Volkan Dedeoglu Raja Jurdak AAML 26 1 0 07 May 2024
CloudFort: Enhancing Robustness of 3D Point Cloud Classification Against Backdoor Attacks via Spatial Partitioning and Ensemble Prediction Wenhao Lan Yijun Yang Haihua Shen Sha Li 3DPC 46 0 0 22 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 35 3 0 25 Mar 2024
Generating Potent Poisons and Backdoors from Scratch with Guided Diffusion Hossein Souri Arpit Bansal Hamid Kazemi Liam H. Fowl Aniruddha Saha Jonas Geiping Andrew Gordon Wilson Rama Chellappa Tom Goldstein Micah Goldblum SILM DiffM 21 1 0 25 Mar 2024
On the Effectiveness of Distillation in Mitigating Backdoors in Pre-trained Encoder Tingxu Han Shenghan Huang Ziqi Ding Dongrui Liu Yebo Feng ... Hanwei Qian Cong Wu Quanjun Zhang Yang Liu Zhenyu Chen 28 8 0 06 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 52 0 0 27 Feb 2024
On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem Georg Pichler Marco Romanelli Divya Prakash Manivannan Prashanth Krishnamurthy Farshad Khorrami Siddharth Garg 30 2 0 26 Feb 2024
Preference Poisoning Attacks on Reward Model Learning Junlin Wu Jiong Wang Chaowei Xiao Chenguang Wang Ning Zhang Yevgeniy Vorobeychik AAML 32 5 0 02 Feb 2024
Multi-Trigger Backdoor Attacks: More Triggers, More Threats Yige Li Xingjun Ma Jiabo He Hanxun Huang Yu-Gang Jiang AAML 32 3 0 27 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 78 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 38 4 0 24 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
Imperio: Language-Guided Backdoor Attacks for Arbitrary Model Control Ka-Ho Chow Wenqi Wei Lei Yu 24 4 0 02 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
DataElixir: Purifying Poisoned Dataset to Mitigate Backdoor Attacks via Diffusion Models Jiachen Zhou Peizhuo Lv Yibing Lan Guozhu Meng Kai Chen Hualong Ma AAML 29 7 0 18 Dec 2023
UltraClean: A Simple Framework to Train Robust Neural Networks against Backdoor Attacks Bingyin Zhao Yingjie Lao AAML 38 1 0 17 Dec 2023
Defenses in Adversarial Machine Learning: A Survey Baoyuan Wu Shaokui Wei Mingli Zhu Meixi Zheng Zihao Zhu Mingda Zhang Hongrui Chen Danni Yuan Li Liu Qingshan Liu AAML 30 14 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
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 30 15 0 05 Dec 2023
Towards Sample-specific Backdoor Attack with Clean Labels via Attribute Trigger Yiming Li Mingyan Zhu Junfeng Guo Tao Wei Shu-Tao Xia Zhan Qin AAML 71 1 0 03 Dec 2023
Mitigating Backdoors within Deep Neural Networks in Data-limited Configuration Soroush Hashemifar Saeed Parsa Morteza Zakeri-Nasrabadi AAML 29 0 0 13 Nov 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability Zhen Xiang Zidi Xiong Bo Li AAML 37 14 0 26 Oct 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 30 50 0 09 Oct 2023
Towards Stable Backdoor Purification through Feature Shift Tuning Rui Min Zeyu Qin Li Shen Minhao Cheng AAML 40 21 0 03 Oct 2023
Robust Backdoor Attacks on Object Detection in Real World Yaguan Qian Boyuan Ji Shuke He Shenhui Huang Xiang Ling Bin Wang Wen Wang 49 3 0 16 Sep 2023
Circuit Breaking: Removing Model Behaviors with Targeted Ablation Maximilian Li Xander Davies Max Nadeau KELM MU 26 27 0 12 Sep 2023
Towards Robust Model Watermark via Reducing Parametric Vulnerability Guanhao Gan Yiming Li Dongxian Wu Shu-Tao Xia AAML 24 12 0 09 Sep 2023
FTA: Stealthy and Adaptive Backdoor Attack with Flexible Triggers on Federated Learning Yanqi Qiao Dazhuang Liu Congwen Chen Rui Wang Kaitai Liang FedML AAML 38 1 0 31 Aug 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Xiaozhong Liu 78 31 0 27 Aug 2023