Trustworthy graph neural networks: Aspects, methods and trends H Zhang, B Wu, X Yuan, S Pan, H Tong, J Pei arXiv preprint arXiv:2205.07424, 2022 | 75 | 2022 |
Model extraction attacks on graph neural networks: Taxonomy and realisation B Wu, X Yang, S Pan, X Yuan Proceedings of the 2022 ACM on Asia Conference on Computer and …, 2022 | 57 | 2022 |
Adapting membership inference attacks to GNN for graph classification: Approaches and implications B Wu, X Yang, S Pan, X Yuan 2021 IEEE International Conference on Data Mining (ICDM), 1421-1426, 2021 | 54 | 2021 |
Projective ranking: A transferable evasion attack method on graph neural networks H Zhang, B Wu, X Yang, C Zhou, S Wang, X Yuan, S Pan Proceedings of the 30th ACM International Conference on Information …, 2021 | 25 | 2021 |
Leia: A lightweight cryptographic neural network inference system at the edge X Liu, B Wu, X Yuan, X Yi IEEE Transactions on Information Forensics and Security 17, 237-252, 2021 | 24 | 2021 |
Demystifying Uneven Vulnerability of Link Stealing Attacks against Graph Neural Networks H Zhang, B Wu, S Wang, X Yang, M Xue, S Pan, X Yuan International Conference on Machine Learning, 41737-41752, 2023 | 12 | 2023 |
Defeating misclassification attacks against transfer learning B Wu, S Wang, X Yuan, C Wang, C Rudolph, X Yang IEEE Transactions on Dependable and Secure Computing 20 (2), 886-901, 2022 | 4 | 2022 |
GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks B Wu, H Zhang, X Yang, S Wang, M Xue, S Pan, X Yuan arXiv preprint arXiv:2312.07861, 2023 | 3 | 2023 |
Toward Evaluating the Robustness of Deep Learning Based Rain Removal Algorithm in Autonomous Driving Y Qin, J Hu, B Wu Proceedings of the 2023 Secure and Trustworthy Deep Learning Systems …, 2023 | 1 | 2023 |
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification B Wu, X Yuan, S Wang, Q Li, M Xue, S Pan arXiv preprint arXiv:2312.07870, 2023 | | 2023 |
Towards Extracting Graph Neural Network Models via Prediction Queries (Student Abstract) B Wu, S Pan, X Yuan Proceedings of the AAAI Conference on Artificial Intelligence 35 (18), 15925 …, 2021 | | 2021 |