GNN

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
GNN
ソフトウェアセキュリティ
静的分析

Inductive Graph Unlearning

Authors: Cheng-Long Wang, Mengdi Huai, Di Wang | Published: 2023-04-06 | Updated: 2023-04-07
GNN
クラスタリング手法
実験的検証

Rethinking the Trigger-injecting Position in Graph Backdoor Attack

Authors: Jing Xu, Gorka Abad, Stjepan Picek | Published: 2023-04-05 | Updated: 2023-04-18
GNN
バックドア攻撃
特徴選択手法

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
GNN
プライバシー保護手法
最適化手法

Unlearning Graph Classifiers with Limited Data Resources

Authors: Chao Pan, Eli Chien, Olgica Milenkovic | Published: 2022-11-06 | Updated: 2023-07-01
GNN
ウォーターマーキング
プライバシー保護手法

Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks

Authors: Uday Shankar Shanthamallu, Jayaraman J. Thiagarajan, Andreas Spanias | Published: 2020-09-30
GNN
ポイズニング
毒性攻撃に特化した内容

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
GNN
グラフプライバシー
機械学習手法

Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks

Authors: Tsubasa Takahashi | Published: 2020-02-19
GNN
敵対的サンプル
敵対的攻撃検出

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
GNN
グラフプライバシー
敵対的攻撃

Towards Deep Federated Defenses Against Malware in Cloud Ecosystems

Authors: Josh Payne, Ashish Kundu | Published: 2019-12-27
GNN
クラウドコンピューティング
半教師あり学習