Graph Neural Network

Survey of Malware Analysis through Control Flow Graph using Machine Learning

Authors: Shaswata Mitra, Stephen A. Torri, Sudip Mittal | Published: 2023-05-15 | Updated: 2023-06-20
Graph Neural Network
Software Security
Static Analysis
2023.05.15 2025.05.28
Literature Database

Inductive Graph Unlearning

Authors: Cheng-Long Wang, Mengdi Huai, Di Wang | Published: 2023-04-06 | Updated: 2023-04-07
Graph Neural Network
Clustering methods
Experimental Validation
2023.04.06 2025.05.28
Literature Database

Rethinking the Trigger-injecting Position in Graph Backdoor Attack

Authors: Jing Xu, Gorka Abad, Stjepan Picek | Published: 2023-04-05 | Updated: 2023-04-18
Graph Neural Network
Backdoor Attack
Feature Selection Method
2023.04.05 2025.05.28
Literature Database

FedRule: Federated Rule Recommendation System with Graph Neural Networks

Authors: Yuhang Yao, Mohammad Mahdi Kamani, Zhongwei Cheng, Lin Chen, Carlee Joe-Wong, Tianqiang Liu | Published: 2022-11-13
Graph Neural Network
Privacy Protection Method
Optimization Methods
2022.11.13 2025.05.28
Literature Database

Unlearning Graph Classifiers with Limited Data Resources

Authors: Chao Pan, Eli Chien, Olgica Milenkovic | Published: 2022-11-06 | Updated: 2023-07-01
Graph Neural Network
Watermarking
Privacy Protection Method
2022.11.06 2025.05.28
Literature Database

Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks

Authors: Uday Shankar Shanthamallu, Jayaraman J. Thiagarajan, Andreas Spanias | Published: 2020-09-30
Graph Neural Network
Poisoning
Content Specialized for Toxicity Attacks
2020.09.30 2025.05.28
Literature Database

Heterogeneous Graph Neural Networks for Malicious Account Detection

Authors: Ziqi Liu, Chaochao Chen, Xinxing Yang, Jun Zhou, Xiaolong Li, Le Song | Published: 2020-02-27
Graph Neural Network
Graph Privacy
Machine Learning Method
2020.02.27 2025.05.28
Literature Database

Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks

Authors: Tsubasa Takahashi | Published: 2020-02-19
Graph Neural Network
Adversarial Example
Adversarial Attack Detection
2020.02.19 2025.05.28
Literature Database

Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models

Authors: Xiao Zang, Yi Xie, Jie Chen, Bo Yuan | Published: 2020-02-12 | Updated: 2021-06-23
Graph Neural Network
Graph Privacy
Adversarial attack
2020.02.12 2025.05.28
Literature Database

Towards Deep Federated Defenses Against Malware in Cloud Ecosystems

Authors: Josh Payne, Ashish Kundu | Published: 2019-12-27
Graph Neural Network
Cloud Computing
Semi-Supervised Learning
2019.12.27 2025.05.28
Literature Database
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