Zhengyuan Jiang

I'm a second-year Ph.D. student in Electrical and Computer Engineering Department, Duke University, under the supervision of Prof. Neil Gong. Previously, I obatined my B.Eng. degree from University of Science and Technology of China (USTC) in 2022. I worked with Prof. Yu Li at CUHK in summer 2021. My research focus on Trustworthy Machine Learning and Generative AI Security.

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News
  • Sep, 2024. “AudioMarkBench: Benchmarking Robustness of Audio Watermarking” is accepted by NeurIPS DB Track 2024! Code is available on GitHub!
  • Jul, 2024. “Certifiably Robust Image Watermark” is accepted by ECCV 2024! Code is available on GitHub!
  • Sep, 2023. “Evading Watermark based Detection of AI-Generated Content” is accepted by CCS 2023!
  • May, 2023. “Evading Watermark based Detection of AI-Generated Content” is available on ArXiv and GitHub!
  • Jul, 2022. I received a B.Eng. from USTC, Information Science and Technology Elite Class!
Publications

AudioMarkBench: Benchmarking Robustness of Audio Watermarking
Hongbin Liu, Moyang Guo, Zhengyuan Jiang, Lun Wang, Neil Zhenqiang Gong
NeurIPS Datasets and Benchmarks Track, 2024. [Code]

Certifiably Robust Image Watermark
Zhengyuan Jiang, Moyang Guo, Yuepeng Hu, Jinyuan Jia, Neil Zhenqiang Gong
European Conference on Computer Vision (ECCV), 2024. [Code]

Evading Watermark based Detection of AI-Generated Content
Zhengyuan Jiang, Jinghuai Zhang, Neil Zhenqiang Gong
ACM Conference on Computer and Communications Security (CCS), 2023. [Code]

IPCert: Provably Robust Intellectual Property Protection for Machine Learning
Zhengyuan Jiang, Minghong Fang, Neil Zhenqiang Gong
International Conference on Computer Vision (ICCV) Workshop, 2023.

CLMB: deep contrastive learning for robust metagenomic binning
Pengfei Zhang, Zhengyuan Jiang, Yixuan Wang, Yu Li
International Conference on Research in Computational Molecular Biology (RECOMB), 2022. [Code]

Preprint Papers

Watermark-based Detection and Attribution of AI-Generated Content
Zhengyuan Jiang, Moyang Guo, Yuepeng Hu, Neil Zhenqiang Gong

Stable Signature is Unstable: Removing Image Watermark from Diffusion Models
Yuepeng Hu, Zhengyuan Jiang, Moyang Guo, Neil Zhenqiang Gong

A Transfer Attack to Image Watermarks
Yuepeng Hu, Zhengyuan Jiang, Moyang Guo, Neil Zhenqiang Gong

Securing the Future of GenAI: Policy and Technology
Mihai Christodorescu, Ryan Craven, Soheil Feizi, Neil Gong, Mia Hoffmann, Somesh Jha, Zhengyuan Jiang, Mehrdad Saberi Kamarposhti, John Mitchell, Jessica Newman, Emelia Probasco, Yanjun Qi, Khawaja Shams, Matthew Turek

Experience

May. 2021 - Nov. 2021: Research Intern, Artificial Intelligence in Healthcare (AIH) group, CUHK.

Academic Service

Conference Reviewer: Multimedia 2023, 2024.

Conference Reviewer: ICLR 2025.