๐โโ๏ธย AP at BUPT
๐จ๐ผโ๐ย Ph.D. at THU
๐ Beijing, China
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[Last Update August 27, 2024]
Iโm an assistant professor at the Beijing University of Posts and Telecommunications (BUPT). Before that, I received my Ph.D. from Tsinghua University in 2024, advised by Prof. Zhiliang Wang, and also a joint Ph.D. at Nanyang Technological University advised by Prof. Yang Liu. My research focuses on trustworthy AI, anomaly detection, network traffic analysis, and other intersections between security and machine learning.
<aside> <img src="/icons/fire_red.svg" alt="/icons/fire_red.svg" width="40px" /> Research Interests
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [CCSโ24] Rules Refine the Riddle: Global Explanation for Deep Learning-Based Anomaly Detection in Security Applications
๐คย Dongqi Han, Zhiliang Wang, Ruitao Feng, Minghui Jin, Wenqi Chen, Kai Wang, Su Wang, Jiahai Yang, Xingang Shi, Xia Yin, Yang Liu
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [NDSSโ23] Anomaly Detection in the Open World: Normality Shift Detection, Explanation, and Adaptation
๐คย Dongqi Han, Zhiliang Wang, Wenqi Chen, Kai Wang, Rui Yu, Su Wang, Han Zhang, Minghui Jin, Jiahai Yang, Xingang Shi, Xia Yin
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [CCSโ21] DeepAID: Interpreting and Improving Deep Learning-based Anomaly Detection in Security Applications
๐คย Dongqi Han, Zhiliang Wang, Wenqi Chen, Ying Zhong, Su Wang, Han Zhang, Jiahai Yang, Xingang Shi, Xia Yin
<aside> <img src="/icons/book_purple.svg" alt="/icons/book_purple.svg" width="40px" /> [JSACโ21] Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors
๐คย Dongqi Han, Zhiliang Wang, Ying Zhong, Wenqi Chen, Jiahai Yang, Shuqiang Lu, Xingang Shi, Xia Yin
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [IFIP Networkingโ23] Cutting Onions With Others' Hands: A First Measurement of Tor Proxies in the Wild
๐คย Dongqi Han, Shangdong Wang, Zhize He, Zhiliang Wang, Wenqi Chen, Chenglong Li, Jiahai Yang, Xingang Shi, Xia Yin
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [NDSSโ23] BARS: Local Robustness Certification for Deep Learning based Traffic Analysis Systems
๐คย Kai Wang, Zhiliang Wang, Dongqi Han, Wenqi Chen, Jiahai Yang, Xingang Shi, Xia Yin
<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [NDSSโ22] ROV-MI: Large-Scale, Accurate and Efficient Measurement of ROV Deployment
๐คย Wenqi Chen, Zhiliang Wang, Dongqi Han, Chenxin Duan, Xia Yin, Jiahai Yang, Xingang Shi
<aside> <img src="/icons/book_purple.svg" alt="/icons/book_purple.svg" width="40px" /> [TIFSโ22] threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning
๐คย Su Wang, Zhiliang Wang, Tao Zhou, Hongbin Sun, Xia Yin, Dongqi Han, Han Zhang, Xingang Shi, Jiahai Yang