I am currently an Assistant Processor at the School of Cyber Security, Tianjin University, Tianjin, China. I obtained my doctoral degree at the College of Computer Science and Technology, Zhejiang University, supervised by Prof. Shouling Ji and Zonghui Wang.
I am interested in formal verification techniques for reliable intelligent systems. I am now working with some excellent people in the HiSec (hardware and intelligence security) group led by Prof. Yongqiang Lyv. We are looking for diligent Ph.D, M.S. or intern students to join us. Feel free to send me an email if you are interested.
🔥 News
- 2026.04: 🎉🎉 Our paper on anti-nuclear antibody recognition was accepted by Medical Image Analysis (JCR Q1)!
- 2026.03: 🎉🎉 Our survey on LLM-agent security was accepted by TOSEM 2026 (CCF A)!
- 2025.10: 🎉🎉 I joined the School of Cyber Security at Tianjin University!
- 2025.06: 🎉🎉 My work “An inversion-based measure of memorization” was accepted by ICCV 2025.
📝 Publications
Medical Image Analysis 2026Fine-grained and multi-pattern anti-nuclear antibody recognition: A new dataset and framework, Chunfang Ma, Yichen Yan, Zhe Ma*, Kangming Liang, Kaiying Fan, Weidong Jin, Xiyuan Zhang, Zonghui Wang, Yasong Li*.TOSEM 2026Navigating the Risks: A Survey of Security and Privacy Threats in LLM-Based Agents, Yuyou Gan, Yong Yang, Zhe Ma, Ping He, Rui Zeng, Yiming Wang, Qingming Li, Chunyi Zhou, Songze Li, Ting Wang, Yunjun Gao, Yingcai Wu, Shouling Ji.ICCV 2025An Inversion-based Measure of Memorization for Diffusion Models, Zhe Ma, Qingming Li, Xuhong Zhang, Tianyu Du, Ruixiao Lin, Zonghui Wang, Shouling Ji, Wenzhi Chen.AAAI 2024Let All be Whitened: Multi-teacher Distillation for Efficient Visual Retrieval, Zhe Ma, Jianfeng Dong, Shouling Ji, Zhenguang Liu, Xuhong Zhang, Zonghui Wang, Sifeng He, Feng Qian, Xiaobo Zhang, Lei Yang.SIGIR 2023From Region to Patch: Attribute-Aware Foreground-Background Contrastive Learning for Fine-Grained Fashion Retrieval, Jianfeng Dong, Xiaoman Peng, Zhe Ma, Daizong Liu, Xiaoye Qu, Xun Yang, Jixiang Zhu, Baolong Liu.ICASSP 2021Hierarchical Similarity Learning for Language-based Product Image Retrieval, Zhe Ma, Fenghao Liu, Jianfeng Dong, Xiaoye Qu, Yuan He, Shouling Ji.TIP 2021Fine-Grained Fashion Similarity Prediction by Attribute-Specific Embedding Learning, Jianfeng Dong, Zhe Ma, Xiaofeng Mao, Xun Yang, Yuan He, Richang Hong, Shouling Ji.AAAI 2020Fine-grained Fashion Similarity Learning by Attribute-specific Embedding Network, Zhe Ma, Jianfeng Dong, Zhongzi Long, Yao Zhang, Yuan He, Hui Xue, Shouling Ji.
📖 Educations
- 2020.09 - 2025.09, Eng., Artifical Intelligence, Zhejiang University.
- 2015.09 - 2019.06, B.E., Computer Science and Technology, Zhejiang University.
💻 Internships
- 2022.02 - 2022.08, Ant Group, China.