Zhiyuan Yan（晏志远）
PhD Student
Peking University, previously at CUHK-SZ
Email / Github / Linkedin / Scholar / OpenReview
Biography
I am a first-year PhD Student in computer science at Peking University (PKU), supervised by Prof. Li Yuan (Computer Vision) and Prof. Fanyang Mo (AI4Science). Before that, I was supervised by Prof. Baoyuan Wu at The Chinese University of Hong Kong, Shenzhen (CUHK-SZ). I am also honored to be in active cooperation with Prof. Siwei Lyu (BU), Taiping Yao (Tencent YoutuLab), Dr. Yong Zhang (Tencent AILab), etc.
My research primarily focuses on two areas:
1. Face Forgery, AIGC, and Deepfake Detection: Developing generalizable and interpretable models for detecting (especially face) AIGCs.
2. AI4Science: Utilizing LLMs and other AI/ML methods to address challenges in chemistry and drug discovery.
If you are interested in my work, please do not hesitate to contact me!
News
Experience
Research Highlights (🧑‍💻 Co-first Author, 📮 Corresponding Author)
Effort: Efficient Orthogonal Modeling for Generalizable AI-Generated Image Detection
Zhiyuan Yan 🧑‍💻, Jiangming Wang 🧑‍💻, Zhendong Wang 🧑‍💻, Peng Jin, Ke-Yue Zhang, Shen Chen, Taiping Yao, Shouhong Ding 📮, Baoyuan Wu, Li Yuan 📮
ArXiv, 2024
arXiv
Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection
Jikang Cheng 🧑‍💻, Zhiyuan Yan 🧑‍💻, Ying Zhang, Hao Li, Jiaxin Ai, Qin Zou, Chen Li, Zhongyuan Wang
ArXiv, 2024
arXiv
𝒳2-DFD: A framework for e𝒳plainable and e𝒳tendable Deepfake Detection
Yize Chen 🧑‍💻, Zhiyuan Yan 🧑‍💻, Siwei Lyu, Baoyuan Wu 📮
ArXiv, 2024
arXiv
DF40: Toward Next-Generation Deepfake Detection
Zhiyuan Yan, Taiping Yao, Shen Chen, Yandan Zhao, Xinghe Fu, Junwei Zhu, Donghao Luo, Chengjie Wang, Shouhong Ding, Yunsheng Wu, and Li Yuan 📮
NeurIPS, 2024
arXiv / Project Page
Can We Leave Deepfake Data Behind in Training Deepfake Detector?
Jikang Cheng, Zhiyuan Yan, Ying Zhang, Yuhao Luo, Zhongyuan Wang 📮, Chen Li
NeurIPS, 2024
arXiv
Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning
Zhiyuan Yan, Yandan Zhao, Shen Chen, Xinghe Fu, Taiping Yao, Shouhong Ding, Li Yuan 📮
ArXiv, 2024
arXiv / Project Page
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection
Zhiyuan Yan, Yuhao Luo, Siwei Lyu, Qingshan Liu, and Baoyuan Wu 📮
CVPR, 2024
arXiv / Project Page
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection
Zhiyuan Yan, Yong Zhang, Xinhang Yuan, Siwei Lyu, and Baoyuan Wu 📮
NeurIPS, 2023
arXiv / Project Page
UCF: Uncovering Common Features for Generalizable Deepfake Detection
Zhiyuan Yan 🧑‍💻, Yong Zhang 🧑‍💻, Yanbo Fan, and Baoyuan Wu 📮
ICCV, 2023
arXiv / Project Page
HelixADMET: a robust and endpoint extensible ADMET system incorporating self-supervised knowledge transfer
Shanzhuo Zhang, Zhiyuan Yan, Yueyang Huang, lihang liu, Donglong He, Wei Wang, Xiaomin Fang 📮, Xiaonan Zhang, Fan Wang 📮, Hua Wu, and Haifeng Wang
Bioinformatics, 2022
arXiv / Project Page
Academic Services
Contact