Backdoor Defense via Deconfounded Representation Learning

Author:

Zhang Zaixi1,Liu Qi1,Wang Zhicai2,Lu Zepu2,Hu Qingyong3

Affiliation:

1. School of Computer Science and Technology, University of Science and Technology of China,Anhui Province Key Lab of Big Data Analysis and Application

2. University of Science and Technology of China

3. Hong Kong University of Science and Technology

Funder

National Natural Science Foundation of China

Publisher

IEEE

Reference82 articles.

1. Robust anomaly detection and backdoor attack detection via differential privacy;du;ICLRE,2020

2. Man vs. computer: Benchmarking machine learning algorithms for traffic sign recognition

3. Februus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems

4. Backdoor scanning for deep neural networks through k-arm optimization;shen;ICML,2021

5. STRIP

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Adaptive Robust Learning Against Backdoor Attacks in Smart Homes;IEEE Internet of Things Journal;2024-07-01

2. IBAQ: Frequency-Domain Backdoor Attack Threatening Autonomous Driving via Quadratic Phase;ACM Transactions on Autonomous and Adaptive Systems;2024-06-19

3. Anti-Backdoor Model: A Novel Algorithm to Remove Backdoors in a Non-Invasive Way;IEEE Transactions on Information Forensics and Security;2024

4. Universal Detection of Backdoor Attacks via Density-Based Clustering and Centroids Analysis;IEEE Transactions on Information Forensics and Security;2024

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