中文版

 

Mingfu XUE (薛明富)

Associate Professor (副教授)

College of Computer Science and Technology,
Nanjing University of Aeronautics and Astronautics,
Nanjing 211106, China
Email: mingfu.xue@nuaa.edu.cn

Research

Research interests include:

  1. Hardware Security: Hardware Trojan detection.
  2. Artificial Intelligence Security: Robust/Secure/Private AI systems, including training set poisoning; backdoor in the training set; adversarial examples; model theft; recovery of sensitive training data.
  3. Internet of things security; AIoT Security.

 

I have published 36 papers in security related journals and international conferences, including IEEE Transactions on Dependable and Secure Computing (CCF A), Computers & Security (CCF B), IEEE Transactions on Vehicular Technolgy, Journal of Information Security and Applications (CCF C), Security and Communication Networks (CCF C), Peer-to-Peer Networking and Applications (CCF C), IET Computers & Digital Techniques, IEEE Access, Chinese Journal of Computers (CCF Chinese A), Acta Electronica Sinica (CCF Chinese A), and so on. In addition, another 5 papers are under review.

I have also published 1 Book, 8 Patents, and 4 Software Copyrights.

 

Recent Publications:

2020:

1. One-to-N & N-to-One: Two Advanced Backdoor Attacks against Deep Learning Models. IEEE Transactions on Dependable and Secure Computing. 2020, Early access. DOI ： 10.1109/TDSC.2020.3028448 . SCI, CCF A, IF 6.864

2. LOPA: A Linear Offset Based Poisoning Attack Method Against Adaptive Fingerprint Authentication System. Computers & Security. 99, 2020, 102046, pp.1-13. SCI, CCF B, IF 3.579

3. NaturalAE: Natural and robust physical adversarial examples for object detectors. Journal of Information Security and Applications. 57 (2021) 102694, 1-12. SCI, CCF C, IF 2.327

4. Backdoors Hidden in Facial Features: A Novel Invisible Backdoor Attack against Face Recognition Systems. Peer-to-Peer Networking and Applications. 2020, pp.1-17, DOI:10.1007/s12083-020-01031-z. SCI, CCF C, IF 2.793

5. Ten years of hardware Trojans: a survey from the attacker's perspective. IET Computers & Digital Techniques. 2020, Vol. 14, Iss. 6, pp. 231-246. SCI

6. DPAEG: A Dependency Parse Based Adversarial Examples Generation Method for Intelligent Q&A Robots. Security and Communication Networks. 2020, Volume 2020, Article ID 5890820:1-15. SCI, CCF C

7. Machine Learning Security: Threats, Countermeasures, and Evaluations. IEEE Access, 2020, Vol 8, pp. 74720-74742. SCI

8. Active DNN IP Protection: A Novel User Fingerprint Management and DNN Authorization Control Technique. The 19th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (IEEE TrustCom), 2020. EI, CCF C

9. Embedding Backdoors as the Facial Features: Invisible Backdoor Attacks Against Face Recognition Systems. ACM TURC'20: Proceedings of the ACM Turing Celebration Conference - China. May 2020, Pages 231–235. EI, Selected for extension to journals.

 

ArXiv (Preprint), 2020:

1. SocialGuard: An Adversarial Example Based Privacy-Preserving Technique for Social Images. arXiv:2011.13560 (2020)

2. 3D Invisible Cloak. arXiv:2011.13705 (2020)

3. DNN Intellectual Property Protection: Taxonomy, Methods, Attack Resistance, and Evaluations. arXiv:2011.13564 (2020)

4. Use the Spear as a Shield: A Novel Adversarial Example based Privacy-Preserving Technique against Membership Inference Attacks. arXiv:2011.13696  (2020)

 

2019 and earlier:

Please refer to Google Scholar, and so on.

 

 

Biography

  1. 2014/5 – now, College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Faculty
  2. 2011/7 - 2012/7, School of electrical and electronic engineering, Nanyang Technological University, Singapore, Research intern, Supvisor: Prof. Chang Chip-Hong, IEEE Fellow
  3. 2010/9 - 2014/4, Information and Communication Engineering (Information security), Southeast University, Ph.D, Supvisor: Prof. Hu Aiqun
  4. 2008/9 - 2010/7, Information and Communication Engineering (Information security), Southeast University, Master, Supvisor: Prof. Hu Aiqun
  5. 2004/9 - 2008/7, Electronic and Information Engineering, Southwest Jiaotong University, Bachelor (Special Grade Scholarship for 4 times)

 

Projects/Fundings in Charge

  1. National Natural Science Foundation of China;
  2. National Key Research and Development Program Strategic High Technology Key Special Project;
  3. CCF - VENUSTECH Hongyan research plan funding (Only 16 people won that award);
  4. CCF - NSFOCUS Kunpeng research plan funding (Only 11 people won that award);
  5. Natural Science Foundation of Jiangsu Province;
  6. Project of Institute of Chinese Aerospace 503;
  7. Chinese Postdoctoral Science Foundation;
  8. Jiangsu Province Postdoctoral Science Foundation;
  9. Open Project Foundation of Information Technology Research Base of Civil Aviation Administration of China;
  10. The Fundamental Research Funds for the Central Universities;
  11. Three Teaching Projects;

 

Professional services

  1. Committee member of the Chinese Artificial Intelligence and Security Professional Committee;
  2. Executive Committee Member of ACM Nanjing branch;
  3. Committee member of Computer network and distributed computing Specialized Committee of Jiangsu Province;
  4. Program Chair of the 3rd Chinese Symposium on Hardware Security;
  5. ACM member, IEEE member, IEICE member, CCF member;

 

Technical Program Committee (TPC)

  • 2015: ICCCS2015；CBD2015;
  • 2016: CBD2016;
  • 2017: IEEE GLOBECOM2017;
  • 2018: IEEE GLOBECOM2018；CBD2018；IEEE COMNETSAT2018；全国硬件安全论坛;
  • 2019: IEEE GLOBECOM2019；IEEE COMNETSAT2019；IEEE GCC2019；IEEE MENACOMM'19；SSCC-2019；3ICT'19；CFTC2019；ICCCN2019-BDMLS workshop；CBD 2019；SSCC-CIS-2019；
  • 2020: ICCCN-BDMLS workshop2020；CCF CTC2020；CBD2020；ACM TURC 2020；3ICT2020；Globecom2020； ATS 2020

 

Reviewer

Journal:

  • IEEE Transactions on Information Forensics & Security;
  • IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;
  • IEEE Transactions on Circuits and Systems I: Regular Papers.
  • IEEE Transactions on Emerging Topics in Computing;
  • IEEE Access;
  • ACM Journal on Emerging Technologies in Computing Systems;
  • IET Computers & Digital Techniques;
  • IET Cyber-Physical Systems: Theory & Applications;
  • Computers and Security;
  • Journal of Information Security and Applications;
  • Integration, the VLSI Journal ；
  • Peer-to-Peer Networking and Applications ；
  • China Communications;
  • International Journal of Distributed Sensor Networks;
  • Journal of Semiconductors;
  • IETE Journal of Research;
  • Information Security Journal: A Global Perspective ；
  • International Journal of Automation and Computing ；
  • Software: Practice and Experience ；
  • 国家自然科学基金 ( 面上、青年 ) ；
  • 计算机学报；

Conferences:

  • 2013: IEEE WCNC;
  • 2015: ICCCS2015, CBD2015;
  • 2016: CHES2016, CBD2016;
  • 2017: IEEE ISCAS2017, IEEE MWSCAS2017, IEEE ASAP2017, ISPACS2017, CBD2017,IEEE GLOBECOM2017;
  • 2018: IEEE GLOBECOM2018, IEEE MWSCAS2018, CBD2018;
  • 2019: IEEE ISCAS2019； ISVLSI 2019； IEEE MWSCAS 2019； CFTC2019； IEEE MENACOMM'19； ICCCN2019-BDMLS workshop； MLICOM 2019； IEEE Globecom2019； IEEE COMNETSAT 2019； CBD 2019； 3ICT'19；SSCC-2019；
  • 2020: ISCAS2020； ICCCN-BDMLS workshop2020； ACM TURC 2020； CCF CTC2020； Globecom2020； CBD2020； AJCAI2020； 3ICT2020；ATS 2020；

 

 
CNCC2017, CNCC2016