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Biography
Education
2008.09 - 2011.07 Program of Information Security, University of Chinese Academy of Sciences (PhD)
2005.09 - 2008.07 School of Mathematical Sciences, Capital Normal University (MPhil)
1998.09 - 2002.07 School of Mathematical Sciences, Nankai University(BSc)
Professional Experience
2019 - present Associate Professor, Tsinghua Shenzhen International Graduate School
2016 - 2019 Associate Professor, Graduate School at Shenzhen, Tsinghua University
2011 - 2016 Lecturer, Graduate School at Shenzhen, Tsinghua University
Additional Positions
Academician of Chinese Association for Cryptologic Research
Academician of China Computer Federation
Journal of Systems and Software Reviewer
Security and Communication Networks Reviewer
IET Information Security Reviewer
Transactions on Emerging Telecommunications Technologies Reviewer
Communications in Nonlinear Science and Numerical Simulation Reviewer
NSFC project evaluation expert
Committee on scientific and technological innovation in Shenzhen expert
Opening
Academician of Chinese Association for Cryptologic Research
Academician of China Computer Federation
Journal of Systems and Software Reviewer
Security and Communication Networks Reviewer
IET Information Security Reviewer
Transactions on Emerging Telecommunications Technologies Reviewer
Communications in Nonlinear Science and Numerical Simulation Reviewer
NSFC project evaluation expert
Committee on scientific and technological innovation in Shenzhen expert
Personal Webpage
Prof. Xiao's research mainly focuses on machine learning, including deep learning and reinforcement learning, as well as its application in network security such as virus detection and prevention in smart devices, phishing protection, vulnerability mining, rumor detection and network traffic identification. In addition, Prof. Xiao is also interested in the field of Block chain.
Download CV
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Current Courses
Random Process, Numerical Analysis
Master’s & Ph.D. Advising
Machine learning, Network security
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Research Interests
Prof. Xiao's research mainly focuses on machine learning, including deep learning and reinforcement learning, as well as its application in network security such as virus detection and prevention in smart devices, phishing protection, vulnerability mining, rumor detection and network traffic identification. In addition, Prof. Xiao is also interested in the field of Block chain.
Projects
Prof. Xiao has hosted a number of research projects including the National Natural Science Foundation of China, National High Technology Research and Development Program of China (863 plans) sub-topics, National Key Research and Development Project sub-topics, the National Natural Science Foundation of Guangdong Province, Shenzhen basic research project and so on.
Research Output
Prof. Xiao has published more than 50 papers in international academic journals and conferences (more than 20 papers are indexed by SCI) including Journal of Systems and Software, Neutral Networks, Information Sciences, IET Information Security and Future Generation Computer Systems. He is also a reviewer for several journals and have published papers in influential international conferences of machine learning and computer network, such as CVPR, AAAI, ICSSAP, ESORICS and IWQOS.
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Selected Publications
1. Tian Bian, Xi Xiao, Tingyang Xu,Peilin Zhao,Wenbing Huang,Yu Rong,Junzhou Huang. Rumor Detection on Social Media with Bi-Directional Graph Convolutional Networks, Proc. 34th AAAI Conference on Artificial Intelligence (AAAI 2020), New York, USA, 2020/2/7-2020/2/12.
2. Xi Xiao, Dianyan Zhang, Guangwu Hu.Yong Jiang,Shutao Xia. CNN–MHSA: A Convolutional Neural Network and multi-head self-attention combined approach for detecting phishing websites, Neural Networks, 2020,125(2020): 303-312.
3. Bowen Zhao, Xi Xiao, Guojun Gan, Bin Zhang, Shutao Xia, “ Maintaining Discrimination and Fairness in Class Incremental Learning”, Proc. Internaltional Conference on Computer Vision and Pattern Recogintion (CVPR 2020), Washington, USA, 2020/6/16-2020/6/18.
4. Bowen Zhao, Xi Xiao, Wanpeng Zhang, Bin Zhang, Guojun Gan, Shutao Xia. SELF-PACED PROBABILISTIC PRINCIPAL COMPONENT ANALYSIS FOR DATA WITH OUTLIERS, Proc. 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), virtual, 2020/5/4-2020/5/8.
5. Dianyan Zhang, Xi Xiao, Guangwu Hu, Haitao Zheng, Yong Jiang, Shutao Xia. Poster: Detecting Phishing Websites Based on Convolutional Neural Networks with Multi-Head Self-Attention. Proc. the 24th edition of the European Symposium on Research in Computer Security (ESORICS2019), Luxembourg, 2019/9/23- 2019/9/27.
6. Zhendong Peng, Xi Xiao, Guangwu Hu, Arun Kumar Sangaiah, Mohammed Atiquzzaman , Shutao Xia. ABFL: An Autoencoder Based Practical Approach for Software Fault Localization. Information Sciences, 2020,510(2020) :108-121.
7. Xi Xiao, Rui Li, HaiTao Zheng, Runguo Ye, Arun Kumar Sangaiah, Shutao Xia. Novel Dynamic Multiple Classification System for Network Traffic, Information Science, 2019, 479(2019): 526–541.
8. Yao Yao, Xi Xiao, Chengping Zhang, Shutao Xia. Classifying Quality Centrality for Source Localization in Social Networks, Proc. 2018 International Conference on Web Services (ICWS 2018), Seattle, USA, 2018/6/25-2108/6/30. 295-307.
9. Rui Li, Xi Xiao, Shiguang Ni, Haitao Zheng, Shutao Xia. Byte Segment Neural Network for Network Traffic Classification, Proc. 2018 IEEE/ACM International Symposium on Quality of Service (IWQoS-18), Banff, Canada, 2018/6/4-2018/6/6.
10. Ruibo Yan, Xi Xiao, Guangwu Hu, Sancheng Peng,YongJiang. New Deep Learning Method to Detect Code Injection Attacks on Hybrid Applications, Journal of Systems and Software, 2018,3(137): 67-77.
11. Xi Xiao, Chunhui Chen, Arun Kumar Sangaiah, Guangwu Hu, Runguo Ye,Yong Jiang. CenLocShare: A Centralized PrivacyPreserving Location-Sharing System for Mobile Online Social Networks. Future Generation Computer Systems, 2018, 86(2018):863-872.
12. Xi Xiao, Zhenlong Wang, Qing Li, Shutao Xia, Yong Jiang. Back-Propagation Neural Network on Markov Chains from System Call Sequences: A New Approach for Detecting Android Malware with System Call Sequences, IET Information Security, 2016, 11(1): 8-15.
13. Xi Xiao, Peng Fu, Changsheng Dou, Qing Li, Guangwu Hu, Shutao Xia. Design and Analysis of SEIQR Worm Propagation Model in Mobile Internet, Communications in Nonlinear Science and Numerical Simulation, February 2017, 43 (2017), 341-350.
14. Xi Xiao, XinguangTian, Qibin Zhai, Shutao Xia. A variable-length model for masquerade detection, Journal of Systems and Software, 2012, 85 (11), 2470-2478.
15. Hanqi Zhang, Xi Xiao, Francesco Mercaldo, Shiguang Ni, Fabio Martinelli, Arun Kumar Sangaiah. Classification of Ransomware Families with Machine Learning Based on N-gram of Opcodes, Future Generation Computer Systems, 2019, 90(2019): 211-221.
Books
2008.09 - 2011.07 Program of Information Security, University of Chinese Academy of Sciences (PhD)
2005.09 - 2008.07 School of Mathematical Sciences, Capital Normal University (MPhil)
1998.09 - 2002.07 School of Mathematical Sciences, Nankai University(BSc)
Patents
1. Xi Xiao, Peng Fu, Ruitong Liu, Qing Li, Zhenlong Wang, A method and device for detecting phishing websites, Patent No.ZL201410310819.8
2. Xi Xiao, Shaofeng Zhang, Qing Li, Guangwu Hu, Yong Jiang, Shutao Xia, An APP application repackage detection method, Patent No.ZL201510595733.9
3. Xi Xiao, Shaofeng Zhang, Qing Li, Guangwu Hu, Shutao Xia, Yong Jiang, A detection method and device for mixed mode mobile applications, Patent No.ZL201510489679.X
4. Xi Xiao, Xianni Xiao, Yong Jiang, Peng Fu, Qing Li, Shutao Xia, A detection method and device for Android applications, Patent No. ZL201510142665.0
5. Xi Xiao,Chunhui Cheng, Qing Li, Guangwu Hu, Yong Jiang, Shutao Xia, A local storage method and device for hybrid mobile applications , Patent No. ZL 201510435463.5
Others
1. Xi Xiao, Peng Fu, Ruitong Liu, Qing Li, Zhenlong Wang, A method and device for detecting phishing websites, Patent No.ZL201410310819.8
2. Xi Xiao, Shaofeng Zhang, Qing Li, Guangwu Hu, Yong Jiang, Shutao Xia, An APP application repackage detection method, Patent No.ZL201510595733.9
3. Xi Xiao, Shaofeng Zhang, Qing Li, Guangwu Hu, Shutao Xia, Yong Jiang, A detection method and device for mixed mode mobile applications, Patent No.ZL201510489679.X
4. Xi Xiao, Xianni Xiao, Yong Jiang, Peng Fu, Qing Li, Shutao Xia, A detection method and device for Android applications, Patent No. ZL201510142665.0
5. Xi Xiao,Chunhui Cheng, Qing Li, Guangwu Hu, Yong Jiang, Shutao Xia, A local storage method and device for hybrid mobile applications , Patent No. ZL 201510435463.5
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Awards and Honors
Shenzhen Reserve Talent
Teaching evaluations have repeatedly ranked among the top 5% of Tsinghua University
2016 Outstanding Young Teachers Teaching Award of Tsinghua University
Guided graduation theses which were awarded Excellent Master's Degree Thesis of Tsinghua University in 2017 and 2018
Guided student that was awarded Outstanding Graduate of Beijing in 2019
Guided students who won the National Scholarship in 2016 and 2019