MaliGNNoma: GNN-Based Malicious Circuit Classifier for Secure Cloud FPGAs
Authors: Lilas Alrahis, Hassan Nassar, Jonas Krautter, Dennis Gnad, Lars Bauer, Jorg Henkel, Mehdi Tahoori | Published: 2024-03-04
Graph Neural Network
APT-MMF: An advanced persistent threat actor attribution method based on multimodal and multilevel feature fusion
Authors: Nan Xiao, Bo Lang, Ting Wang, Yikai Chen | Published: 2024-02-20
LIPSTICK: Corruptibility-Aware and Explainable Graph Neural Network-based Oracle-Less Attack on Logic Locking
Authors: Yeganeh Aghamohammadi, Amin Rezaei | Published: 2024-02-06
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network
Authors: Tan Sun, Junhong Lin | Published: 2024-02-06 | Updated: 2024-07-06
X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System
Authors: Kiymet Kaya, Elif Ak, Sumeyye Bas, Berk Canberk, Sule Gunduz Oguducu | Published: 2024-02-01 | Updated: 2024-06-02
Use of Graph Neural Networks in Aiding Defensive Cyber Operations
Authors: Shaswata Mitra, Trisha Chakraborty, Subash Neupane, Aritran Piplai, Sudip Mittal | Published: 2024-01-11
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification
Authors: Bang Wu, Xingliang Yuan, Shuo Wang, Qi Li, Minhui Xue, Shirui Pan | Published: 2023-12-13
GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks
Authors: Bang Wu, He Zhang, Xiangwen Yang, Shuo Wang, Minhui Xue, Shirui Pan, Xingliang Yuan | Published: 2023-12-13
ELEGANT: Certified Defense on the Fairness of Graph Neural Networks
Authors: Yushun Dong, Binchi Zhang, Hanghang Tong, Jundong Li | Published: 2023-11-05
Deceptive Fairness Attacks on Graphs via Meta Learning
Authors: Jian Kang, Yinglong Xia, Ross Maciejewski, Jiebo Luo, Hanghang Tong | Published: 2023-10-24