Unveiling the potential of Graph Neural Networks for robust Intrusion
Detection

Unveiling the potential of Graph Neural Networks for robust Intrusion Detection

30 July 2021

David Pujol-Perich

José Suárez-Varela

A. Cabellos-Aparicio

Pere Barlet-Ros

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Papers citing "Unveiling the potential of Graph Neural Networks for robust Intrusion Detection"

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Title
Hierarchical Local-Global Feature Learning for Few-shot Malicious Traffic Detection Songtao Peng Lei Wang Wu Shuai Hao Song Jiajun Zhou Shanqing Yu Qi Xuan 136 0 0 01 Apr 2025
CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection Md Abrar Jahin Siyang Song M. F. Mridha Raihan Kabir Md. Rashedul Islam Yutaka Watanobe Hezerul Abdul Karim 107 0 0 02 Mar 2025
XG-NID: Dual-Modality Network Intrusion Detection using a Heterogeneous Graph Neural Network and Large Language Model Yasir Ali Farrukh S. Wali I. Khan Nathaniel D. Bastian 468 3 0 27 Aug 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks Sabarish Krishna Moorthy Jithin Jagannath 76 2 0 27 May 2024
Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks Andrea Venturi Dario Stabili Mirco Marchetti AAML 74 1 0 18 Mar 2024
PhoGAD: Graph-based Anomaly Behavior Detection with Persistent Homology Optimization Ziqi Yuan Haoyi Zhou Tianyu Chen Jianxin Li 57 3 0 19 Jan 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 105 5 0 11 Jan 2024
Detecting Contextual Network Anomalies with Graph Neural Networks Hamid Latif José Suárez-Varela A. Cabellos-Aparicio Pere Barlet-Ros AI4TS 46 2 0 11 Dec 2023
Enhancing IoT Security via Automatic Network Traffic Analysis: The Transition from Machine Learning to Deep Learning Mounia Hamidouche Eugeny Popko B. Ouni 26 5 0 20 Nov 2023
Efficient Network Representation for GNN-based Intrusion Detection Hamdi Friji Alexis Olivereau M. Sarkiss 43 5 0 11 Sep 2023
Semi-decentralized Inference in Heterogeneous Graph Neural Networks for Traffic Demand Forecasting: An Edge-Computing Approach Mahmoud Nazzal Abdallah Khreishah Joyoung Lee Shaahin Angizi Ala I. Al-Fuqaha Mohsen Guizani 82 9 0 28 Feb 2023