Publications
2023
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Generation-based fuzzing? Don’t build a new generator, reuse!
Chengbin Pang, Hongbin Liu, Yifan Wang, Neil Zhenqiang Gong, Bing Mao, and Jun Xu
Computers & Security, 2023
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PointCert: Point Cloud Classification with Deterministic Certified Robustness Guarantees
Jinghuai Zhang, Jinyuan Jia, Hongbin Liu, and Neil Zhenqiang Gong
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
2022
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PoisonedEncoder: Poisoning the Unlabeled Pre-training Data in Contrastive Learning
Hongbin Liu, Jinyuan Jia, and Neil Zhenqiang Gong.
USENIX Security Symposium, 2022.
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Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning
Xinlei He, Hongbin Liu, Neil Zhenqiang Gong, and Yang Zhang.
European Conference on Computer Vision (ECCV), 2022.
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StolenEncoder: Stealing Pre-trained Encoders in Self-supervised Learning
Yupei Liu, Jinyuan Jia, Hongbin Liu, Neil Zhenqiang Gong.
ACM Conference on Computer and Communications Security (CCS), 2022.
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Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations
Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Hongbin Liu and Neil Zhenqiang Gong.
International Conference on Learning Representations (ICLR), 2022.
2021
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Experiences
June 2023 - Jan. 2024: Student Researcher, Google Research.
Jan. 2021 - Apr. 2021: Research Intern, Alibaba Group.
Jul. 2019 - Sep. 2019: Research Intern, HKUST.
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Academic Activities
Conference Reviewer: ICCV 2023.
Journal Reviewer: T-IFS 2023.
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