Backdoor Scanning for Deep Neural Networks through K-Arm Optimization

9 February 2021

Papers citing "Backdoor Scanning for Deep Neural Networks through K-Arm Optimization"

50 / 79 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 43 0 0 16 Apr 2025
DeBackdoor: A Deductive Framework for Detecting Backdoor Attacks on Deep Models with Limited Data Dorde Popovic Amin Sadeghi Ting Yu Sanjay Chawla Issa M. Khalil AAML 49 0 0 27 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 150 0 0 11 Mar 2025
Scanning Trojaned Models Using Out-of-Distribution Samples Hossein Mirzaei Ali Ansari Bahar Dibaei Nia Mojtaba Nafez Moein Madadi ... Kian Shamsaie Mahdi Hajialilue Jafar Habibi Mohammad Sabokrou M. Rohban OODD 61 2 0 28 Jan 2025
Solving Trojan Detection Competitions with Linear Weight Classification Todd P. Huster Peter Lin Razvan Stefanescu E. Ekwedike R. Chadha AAML 32 0 0 05 Nov 2024
Long-Tailed Backdoor Attack Using Dynamic Data Augmentation Operations Lu Pang Tao Sun Weimin Lyu Haibin Ling C. L. P. Chen AAML 21 0 0 16 Oct 2024
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Rui Zeng Xi Chen Yuwen Pu Xuhong Zhang Tianyu Du Shouling Ji 41 2 0 02 Sep 2024
A Survey of Trojan Attacks and Defenses to Deep Neural Networks Lingxin Jin Xianyu Wen Wei Jiang Jinyu Zhan AAML 33 1 0 15 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 25 0 0 16 Jul 2024
PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection Wei Li Pin-Yu Chen Sijia Liu Ren Wang AAML 43 3 0 09 Jun 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
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
Unified Neural Backdoor Removal with Only Few Clean Samples through Unlearning and Relearning Nay Myat Min Long H. Pham Jun Sun MU AAML 37 0 0 23 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
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 32 3 0 25 Mar 2024
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency Soumyadeep Pal Yuguang Yao Ren Wang Bingquan Shen Sijia Liu AAML 36 8 0 15 Mar 2024
Advancing Security in AI Systems: A Novel Approach to Detecting Backdoors in Deep Neural Networks Khondoker Murad Hossain Tim Oates AAML 27 1 0 13 Mar 2024
On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem Georg Pichler Marco Romanelli Divya Prakash Manivannan P. Krishnamurthy Farshad Khorrami Siddharth Garg 25 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 24 5 0 02 Feb 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
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 49 33 0 14 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
AGNES: Abstraction-guided Framework for Deep Neural Networks Security Akshay Dhonthi Marcello Eiermann E. M. Hahn Vahid Hashemi AAML 24 0 0 07 Nov 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability Zhen Xiang Zidi Xiong Bo Li AAML 18 14 0 26 Oct 2023
FLTracer: Accurate Poisoning Attack Provenance in Federated Learning Xinyu Zhang Qingyu Liu Zhongjie Ba Yuan Hong Tianhang Zheng Feng Lin Liwang Lu Kui Ren AAML 34 10 0 20 Oct 2023
GhostEncoder: Stealthy Backdoor Attacks with Dynamic Triggers to Pre-trained Encoders in Self-supervised Learning Qiannan Wang Changchun Yin Zhe Liu Liming Fang Run Wang Chenhao Lin AAML 30 4 0 01 Oct 2023
MDTD: A Multi Domain Trojan Detector for Deep Neural Networks Arezoo Rajabi Surudhi Asokraj Feng-Shr Jiang Luyao Niu Bhaskar Ramasubramanian J. Ritcey Radha Poovendran AAML 21 1 0 30 Aug 2023
XGBD: Explanation-Guided Graph Backdoor Detection Zihan Guan Mengnan Du Ninghao Liu AAML 26 9 0 08 Aug 2023
Efficient Backdoor Removal Through Natural Gradient Fine-tuning Nazmul Karim Abdullah Al Arafat Umar Khalid Zhishan Guo Naznin Rahnavard AAML 26 1 0 30 Jun 2023
UMD: Unsupervised Model Detection for X2X Backdoor Attacks Zhen Xiang Zidi Xiong Bo-wen Li AAML 22 20 0 29 May 2023
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models Kai Mei Zheng Li Zhenting Wang Yang Zhang Shiqing Ma AAML SILM 34 48 0 28 May 2023
Reconstructive Neuron Pruning for Backdoor Defense Yige Li X. Lyu Xingjun Ma Nodens Koren Lingjuan Lyu Bo-wen Li Yugang Jiang AAML 27 41 0 24 May 2023
UNICORN: A Unified Backdoor Trigger Inversion Framework Zhenting Wang Kai Mei Juan Zhai Shiqing Ma LLMSV 27 44 0 05 Apr 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 76 47 0 23 Mar 2023
Backdoor Defense via Deconfounded Representation Learning Zaixin Zhang Qi Liu Zhicai Wang Zepu Lu Qingyong Hu AAML 49 39 0 13 Mar 2023
Single Image Backdoor Inversion via Robust Smoothed Classifiers Mingjie Sun Zico Kolter AAML 8 12 0 01 Mar 2023
SATBA: An Invisible Backdoor Attack Based On Spatial Attention Huasong Zhou Xiaowei Xu Zhenyu Wang Leon Bevan Bullock AAML 22 1 0 25 Feb 2023
Poisoning Web-Scale Training Datasets is Practical Nicholas Carlini Matthew Jagielski Christopher A. Choquette-Choo Daniel Paleka Will Pearce Hyrum S. Anderson Andreas Terzis Kurt Thomas Florian Tramèr SILM 31 182 0 20 Feb 2023
Backdoor Learning for NLP: Recent Advances, Challenges, and Future Research Directions Marwan Omar SILM AAML 31 20 0 14 Feb 2023
BackdoorBox: A Python Toolbox for Backdoor Learning Yiming Li Mengxi Ya Yang Bai Yong Jiang Shutao Xia AAML 44 40 0 01 Feb 2023
Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering Rui Zhu Di Tang Siyuan Tang Guanhong Tao Shiqing Ma XiaoFeng Wang Haixu Tang DD 16 3 0 29 Jan 2023
Distilling Cognitive Backdoor Patterns within an Image Hanxun Huang Xingjun Ma S. Erfani James Bailey AAML 26 24 0 26 Jan 2023
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense Shuyang Cheng Guanhong Tao Yingqi Liu Shengwei An Xiangzhe Xu ... Guangyu Shen Kaiyuan Zhang Qiuling Xu Shiqing Ma Xiangyu Zhang AAML 16 14 0 16 Jan 2023
Look, Listen, and Attack: Backdoor Attacks Against Video Action Recognition Hasan Hammoud Shuming Liu Mohammad Alkhrashi Fahad Albalawi Bernard Ghanem AAML 32 8 0 03 Jan 2023
Selective Amnesia: On Efficient, High-Fidelity and Blind Suppression of Backdoor Effects in Trojaned Machine Learning Models Rui Zhu Di Tang Siyuan Tang XiaoFeng Wang Haixu Tang AAML FedML 29 13 0 09 Dec 2022
Backdoor Vulnerabilities in Normally Trained Deep Learning Models Guanhong Tao Zhenting Wang Shuyang Cheng Shiqing Ma Shengwei An Yingqi Liu Guangyu Shen Zhuo Zhang Yunshu Mao Xiangyu Zhang SILM 17 17 0 29 Nov 2022
Dormant Neural Trojans Feisi Fu Panagiota Kiourti Wenchao Li AAML 28 0 0 02 Nov 2022
Rethinking the Reverse-engineering of Trojan Triggers Zhenting Wang Kai Mei Hailun Ding Juan Zhai Shiqing Ma 18 45 0 27 Oct 2022
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning Kaiyuan Zhang Guanhong Tao Qiuling Xu Shuyang Cheng Shengwei An ... Shiwei Feng Guangyu Shen Pin-Yu Chen Shiqing Ma Xiangyu Zhang FedML 40 51 0 23 Oct 2022
Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks Sishuo Chen Wenkai Yang Zhiyuan Zhang Xiaohan Bi Xu Sun SILM AAML 24 23 0 14 Oct 2022