EncoderMI: Membership inference against pre-trained encoders in contrastive learning H Liu, J Jia, W Qu, NZ Gong Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communications …, 2021 | 71 | 2021 |
Pointguard: Provably robust 3d point cloud classification H Liu, J Jia, NZ Gong Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2021 | 64 | 2021 |
StolenEncoder: Stealing Pre-trained Encoders in Self-supervised Learning Y Liu, J Jia, H Liu, NZ Gong ACM Conference on Computer and Communications Security (CCS), 2022 | 27* | 2022 |
PoisonedEncoder: Poisoning the Unlabeled Pre-training Data in Contrastive Learning H Liu, J Jia, NZ Gong USENIX Security Symposium, 2022 | 25 | 2022 |
Almost tight l0-norm certified robustness of top-k predictions against adversarial perturbations J Jia, B Wang, X Cao, H Liu, NZ Gong International Conference on Learning Representations (ICLR), 2022 | 19 | 2022 |
On the Intrinsic Differential Privacy of Bagging H Liu, J Jia, NZ Gong International Joint Conference on Artificial Intelligence (IJCAI), 2021 | 12 | 2021 |
Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning X He, H Liu, NZ Gong, Y Zhang European Conference on Computer Vision (ECCV), 2022 | 11 | 2022 |
CorruptEncoder: Data Poisoning based Backdoor Attacks to Contrastive Learning J Zhang, H Liu, J Jia, NZ Gong IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024 | 5 | 2024 |
10 Security and Privacy Problems in Large Foundation Models J Jia, H Liu, NZ Gong AI Embedded Assurance for Cyber Systems, 2023 | 2* | 2023 |
PointCert: Point Cloud Classification with Deterministic Certified Robustness Guarantees J Zhang, J Jia, H Liu, NZ Gong IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 | 2 | 2023 |
Pre-trained encoders in self-supervised learning improve secure and privacy-preserving supervised learning H Liu, W Qu, J Jia, NZ Gong arXiv preprint arXiv:2212.03334, 2022 | 2 | 2022 |
Visual Hallucinations of Multi-modal Large Language Models W Huang, H Liu, M Guo, NZ Gong arXiv preprint arXiv:2402.14683, 2024 | | 2024 |
Mudjacking: Patching Backdoor Vulnerabilities in Foundation Models H Liu, MK Reiter, NZ Gong USENIX Security Symposium, 2024 | | 2024 |
Generation-based fuzzing? Don’t build a new generator, reuse! C Pang, H Liu, Y Wang, NZ Gong, B Mao, J Xu Computers & Security 129, 103178, 2023 | | 2023 |