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"

29 / 79 papers shown

Title
Understanding Impacts of Task Similarity on Backdoor Attack and Detection Di Tang Rui Zhu XiaoFeng Wang Haixu Tang Yi Chen AAML 16 5 0 12 Oct 2022
Confidence Matters: Inspecting Backdoors in Deep Neural Networks via Distribution Transfer Tong Wang Yuan Yao F. Xu Miao Xu Shengwei An Ting Wang AAML 14 2 0 13 Aug 2022
Attention Hijacking in Trojan Transformers Weimin Lyu Songzhu Zheng Teng Ma Haibin Ling Chao Chen 27 6 0 09 Aug 2022
PerD: Perturbation Sensitivity-based Neural Trojan Detection Framework on NLP Applications Diego Garcia-soto Huili Chen F. Koushanfar AAML 17 4 0 08 Aug 2022
MOVE: Effective and Harmless Ownership Verification via Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yang Bai Yong Jiang Shutao Xia Xiaochun Cao Kui Ren AAML 44 12 0 04 Aug 2022
Game of Trojans: A Submodular Byzantine Approach D. Sahabandu Arezoo Rajabi Luyao Niu B. Li Bhaskar Ramasubramanian Radha Poovendran AAML 28 0 0 13 Jul 2022
DECK: Model Hardening for Defending Pervasive Backdoors Guanhong Tao Yingqi Liu Shuyang Cheng Shengwei An Zhuo Zhang Qiuling Xu Guangyu Shen Xiangyu Zhang AAML 20 7 0 18 Jun 2022
Turning a Curse into a Blessing: Enabling In-Distribution-Data-Free Backdoor Removal via Stabilized Model Inversion Si-An Chen Yi Zeng J. T.Wang Won Park Xun Chen Lingjuan Lyu Zhuoqing Mao R. Jia 8 3 0 14 Jun 2022
BadDet: Backdoor Attacks on Object Detection Shih-Han Chan Yinpeng Dong Junyi Zhu Xiaolu Zhang Jun Zhou AAML 22 56 0 28 May 2022
BppAttack: Stealthy and Efficient Trojan Attacks against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning Zhenting Wang Juan Zhai Shiqing Ma AAML 126 97 0 26 May 2022
MM-BD: Post-Training Detection of Backdoor Attacks with Arbitrary Backdoor Pattern Types Using a Maximum Margin Statistic Hang Wang Zhen Xiang David J. Miller G. Kesidis AAML 32 41 0 13 May 2022
A Study of the Attention Abnormality in Trojaned BERTs Weimin Lyu Songzhu Zheng Teng Ma Chao Chen 51 56 0 13 May 2022
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning Antonio Emanuele Cinà Kathrin Grosse Ambra Demontis Sebastiano Vascon Werner Zellinger Bernhard A. Moser Alina Oprea Battista Biggio Marcello Pelillo Fabio Roli AAML 17 116 0 04 May 2022
Label-Smoothed Backdoor Attack Minlong Peng Zidi Xiong Mingming Sun Ping Li AAML 31 3 0 19 Feb 2022
A Survey of Neural Trojan Attacks and Defenses in Deep Learning Jie Wang Ghulam Mubashar Hassan Naveed Akhtar AAML 26 24 0 15 Feb 2022
Training with More Confidence: Mitigating Injected and Natural Backdoors During Training Zhenting Wang Hailun Ding Juan Zhai Shiqing Ma AAML 13 45 0 13 Feb 2022
Constrained Optimization with Dynamic Bound-scaling for Effective NLPBackdoor Defense Guangyu Shen Yingqi Liu Guanhong Tao Qiuling Xu Zhuo Zhang Shengwei An Shiqing Ma X. Zhang AAML 13 33 0 11 Feb 2022
Jigsaw Puzzle: Selective Backdoor Attack to Subvert Malware Classifiers Limin Yang Zhi Chen Jacopo Cortellazzi Feargus Pendlebury Kevin Tu Fabio Pierazzi Lorenzo Cavallaro Gang Wang AAML 18 36 0 11 Feb 2022
PolicyCleanse: Backdoor Detection and Mitigation in Reinforcement Learning Junfeng Guo Ang Li Cong Liu AAML 22 14 0 08 Feb 2022
Backdoor Defense via Decoupling the Training Process Kunzhe Huang Yiming Li Baoyuan Wu Zhan Qin Kui Ren AAML FedML 24 185 0 05 Feb 2022
CatchBackdoor: Backdoor Detection via Critical Trojan Neural Path Fuzzing Haibo Jin Ruoxi Chen Jinyin Chen Haibin Zheng Yang Zhang Haohan Wang AAML 21 1 0 24 Dec 2021
Anti-Backdoor Learning: Training Clean Models on Poisoned Data Yige Li X. Lyu Nodens Koren Lingjuan Lyu Bo-wen Li Xingjun Ma OnRL 25 320 0 22 Oct 2021
Trigger Hunting with a Topological Prior for Trojan Detection Xiaoling Hu Xiaoyu Lin Michael Cogswell Yi Yao Susmit Jha Chao Chen AAML 16 46 0 15 Oct 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
MISA: Online Defense of Trojaned Models using Misattributions Panagiota Kiourti Wenchao Li Anirban Roy Karan Sikka Susmit Jha 13 10 0 29 Mar 2021
TOP: Backdoor Detection in Neural Networks via Transferability of Perturbation Todd P. Huster E. Ekwedike SILM 16 19 0 18 Mar 2021
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 45 586 0 17 Jul 2020
Clean-Label Backdoor Attacks on Video Recognition Models Shihao Zhao Xingjun Ma Xiang Zheng James Bailey Jingjing Chen Yu-Gang Jiang AAML 196 252 0 06 Mar 2020
SentiNet: Detecting Localized Universal Attacks Against Deep Learning Systems Edward Chou Florian Tramèr Giancarlo Pellegrino AAML 168 287 0 02 Dec 2018