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๐Ÿ™‹โ€โ™‚๏ธย AP at BUPT

๐Ÿ‘จ๐Ÿผโ€๐ŸŽ“ย Ph.D. at THU

๐Ÿ“ Beijing, China


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Publications

CV

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[Last Update August 27, 2024]

๐Ÿ‘จ๐Ÿผโ€๐ŸŽ“ About [ไธญๆ–‡]

Iโ€™m 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

  1. AI + Security: trustworthy AI & AI for cyber security
  2. Network Traffic Analysis: anomaly detection, fingerprinting, classification, etc.
  3. Network Measurement and Security: measurement and security analysis on diverse network architectures and protocols </aside>

๐Ÿ”ฅ News

๐Ÿ“ Selected Publications

<aside> <img src="/icons/document_purple.svg" alt="/icons/document_purple.svg" width="40px" /> [CCSโ€™24] Rules Refine the Riddle: Global Explanation for Deep Learning-Based Anomaly Detection in Security Applications

๐Ÿ‘คย 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" /> [NDSSโ€™23] Anomaly Detection in the Open World: Normality Shift Detection, Explanation, and Adaptation

๐Ÿ‘คย 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" /> [CCSโ€™21] DeepAID: Interpreting and Improving Deep Learning-based Anomaly Detection in Security Applications

๐Ÿ‘คย 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" /> [JSACโ€™21] Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors

๐Ÿ‘คย 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 Networkingโ€™23] Cutting Onions With Others' Hands: A First Measurement of Tor Proxies in the Wild

๐Ÿ‘คย 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" /> [NDSSโ€™23] BARS: Local Robustness Certification for Deep Learning based Traffic Analysis Systems

๐Ÿ‘คย 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" /> [NDSSโ€™22] ROV-MI: Large-Scale, Accurate and Efficient Measurement of ROV Deployment

๐Ÿ‘คย 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" /> [TIFSโ€™22] threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning

๐Ÿ‘คย Su Wang, Zhiliang Wang, Tao Zhou, Hongbin Sun, Xia Yin, Dongqi Han, Han Zhang, Xingang Shi, Jiahai Yang