Graph Backdoor Attack

Graph backdoor attacks exploit vulnerabilities in graph neural networks (GNNs), such as those used in recommendation systems and social network analysis, by injecting malicious triggers into training data to manipulate model predictions. Current research focuses on developing more effective and stealthy attacks, including those that modify only labels or leverage graph condensation techniques, as well as designing robust defenses that can identify and mitigate these attacks without compromising model accuracy. Understanding and addressing these attacks is crucial for ensuring the security and reliability of GNNs in various real-world applications.

Papers

October 18, 2024

DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks
Hao Sui, Bing Chen, Jiale Zhang, Chengcheng Zhu, Di Wu, Qinghua Lu, Guodong Long
Graph Neural Network Adversarial Attack Network Programming Graph Neural Stealthy Backdoor Attack Mitigating Backdoor Graph Backdoor Attack

October 17, 2024

Trojan Prompt Attacks on Graph Neural Networks
Minhua Lin, Zhiwei Zhang, Enyan Dai, Zongyu Wu, Yilong Wang, Xiang Zhang, Suhang Wang
Graph Neural Network Backdoor Attack Prompt Learning Trojan Attack Graph Backdoor Attack

October 7, 2024

Defense-as-a-Service: Black-box Shielding against Backdoored Graph Models
Xiao Yang, Kai Zhou, Yuni Lai, Gaolei Li
Large Scale Graph Graph Model Robust Graph Model Based Shielding Graph Backdoor Attack

July 3, 2024

Backdoor Graph Condensation
Jiahao Wu, Ning Lu, Zeiyu Dai, Wenqi Fan, Shengcai Liu, Qing Li, Ke Tang
Graph Condensation Graph Backdoor Attack

July 2, 2024

On the Robustness of Graph Reduction Against GNN Backdoor
Yuxuan Zhu, Michael Mandulak, Kerui Wu, George Slota, Yuseok Jeon, Ka-Ho Chow, Lei Yu
Native Robustness Graph Backdoor Attack Graph Reduction

June 15, 2024

Graph Neural Backdoor: Fundamentals, Methodologies, Applications, and Future Directions
Xiao Yang, Gaolei Li, Jianhua Li
Graph Neural Network Financial Application Backdoor Attack NCD Method Future Direction Basic Concept Graph Backdoor Attack

June 14, 2024

Robustness-Inspired Defense Against Backdoor Attacks on Graph Neural Networks
Zhiwei Zhang, Minhua Lin, Junjie Xu, Zongyu Wu, Enyan Dai, Suhang Wang
Graph Neural Network Backdoor Attack Graph Backdoor Attack

May 17, 2024

Rethinking Graph Backdoor Attacks: A Distribution-Preserving Perspective
Zhiwei Zhang, Minhua Lin, Enyan Dai, Suhang Wang
Graph Neural Network Backdoor Attack Backdoor Trigger Backdoor Poisoning Attack Graph Backdoor Attack

April 19, 2024

A Clean-graph Backdoor Attack against Graph Convolutional Networks with Poisoned Label Only
Jiazhu Dai, Haoyu Sun
Backdoor Attack Stealthy Backdoor Attack Graph Backdoor Attack Label Poisoning

December 30, 2023

A clean-label graph backdoor attack method in node classification task
Xiaogang Xing, Ming Xu, Yujing Bai, Dongdong Yang
Backdoor Attack Node Classification Stealthy Backdoor Attack Graph Backdoor Attack Clean Label

August 8, 2023

XGBD: Explanation-Guided Graph Backdoor Detection
Zihan Guan, Mengnan Du, Ninghao Liu
Backdoor Attack Backdoor Detection Backdoor Sample Graph Backdoor Attack

June 17, 2023

Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network
Fan Liu, Siqi Lai, Yansong Ning, Hao Liu
New Benchmark Backdoor Attack Federated Graph Neural Network Graph Backdoor Attack

April 5, 2023

Rethinking the Trigger-injecting Position in Graph Backdoor Attack
Jing Xu, Gorka Abad, Stjepan Picek
Backdoor Attack Backdoor Trigger Product Specific Position Information Graph Backdoor Attack Backdoor Behavior

February 11, 2023

Unnoticeable Backdoor Attacks on Graph Neural Networks
Enyan Dai, Minhua Lin, Xiang Zhang, Suhang Wang
Graph Neural Network Adversarial Attack Backdoor Attack Effective Backdoor Attack Graph Backdoor Attack

June 21, 2022

Transferable Graph Backdoor Attack
Shuiqiao Yang, Bao Gia Doan, Paul Montague, Olivier De Vel, Tamas Abraham, Seyit Camtepe, Damith C. Ranasinghe, Salil S. Kanhere
Graph Neural Network Adversarial Attack Adversarial Example Graph Backdoor Attack Transferable Backdoor Attack

January 17, 2022

Neighboring Backdoor Attacks on Graph Convolutional Network
Liang Chen, Qibiao Peng, Jintang Li, Yang Liu, Jiawei Chen, Yong Li, Zibin Zheng
Backdoor Attack Graph Convolutional Network Graph Backdoor Attack Graph Poisoning Attack