I am currently a postdoc at The Hong Kong University of Science and Technology, advised by Prof. Dit-Yan Yeung. Before that, I received my PhD from Beijing Jiaotong University, advised by Prof. Jitao Sang. My research interests include Trustworthy AI (Adversarial Attacks & Robustness, Privacy-preserving), especially in VLMs and AIGC models.
Publications
See Google Scholar for details.
Low-Mid Adversarial Perturbation against Unauthorized Face Recognition System
Jiaming Zhang, Qi Yi, Dongyuan Lu, Jitao Sang
Information Sciences 2023 (CCF-B) [PDF]
Unlearnable Clusters: Towards Label-agnostic Unlearnable Examples
Jiaming Zhang, Xingjun Ma, Qi Yi, Jitao Sang, Yu-Gang Jiang, Yaowei Wang, Changsheng Xu
CVPR 2023 (CCF-A) [PDF] [Code]
ImageNet Pre-training also Transfers Non-robustness
Jiaming Zhang, Jitao Sang, Qi Yi, Yunfan Yang, Huiwen Dong, Jian Yu
AAAI 2023 (CCF-A) [PDF] [Code]
Towards Adversarial Attack on Vision-Language Pre-training Models
Jiaming Zhang, Qi Yi, Jitao Sang
ACM MM 2022 (CCF-A) [PDF] [Code]
Benign adversarial attack: Tricking algorithm for goodness
Jitao Sang, Xian Zhao, Jiaming Zhang, Zhiyu Lin
ACM MM 2022 (CCF-A) [PDF]
Robust captchas towards malicious OCR
Jiaming Zhang, Jitao Sang, Kaiyuan Xu, Shangxi Wu, Xian Zhao, Yanfeng Sun, Yongli Hu, Jian Yu
TMM 2021 (CCF-B) [PDF]
Adversarial privacy-preserving filter
Jiaming Zhang, Jitao Sang, Xian Zhao, Xiaowen Huang, Yanfeng Sun, Yongli Hu
ACM MM 2020 (CCF-A) [PDF] [Code]
Competitions and Awards
- Nominated for and Rank #1 in the Zhixing Award (知行奖), the highest student honor at Beijing Jiaotong University
- China PhD National Scholarship (博士研究生国家奖学金)
- First-Class PhD Academic Scholarship (一等奖学金)
- Rank #1 (178 in total) in the preliminary round of the Facial Recognition Security Track of AISC 2022 (人工智能安全大赛).