English Version

 

Mingfu XUE (薛明富)

Associate Professor (副教授)

南京航空航天大学,
计算机科学与技术学院/人工智能学院,
南京, 211106, 中国
Email: mingfu.xue@nuaa.edu.cn

 

研究方向:

  1. 硬件安全、硬件木马检测:硬件控制着具有极高价值的电子信息系统,然而硬件的安全性却往往被忽视,硬件木马的出现严重威胁着硬件和关键信息系统的安全性。
  2. 人工智能安全:1)鲁棒/安全/隐私的人工智能系统,包括五类攻防:训练集中毒、训练集后门、对抗样本、模型窃取、泄露敏感数据;2)人工智能在网络空间安全攻防中的应用。
  3. 深度学习模型的版权保护。
  4. 物联网安全,智能物联网(AIoT)安全。

 

在信息安全相关期刊和国际会议发表论文37篇,其中14篇SCI,如:IEEE Transactions on Dependable and Secure Computing(CCF A), Computers & Security (CCF B类),IEEE Transactions on Vehicular Technology(1区),Journal of Information Security and Applications (CCF C类),Security and Communication Networks(CCF C类), Peer-to-Peer Networking and Applications (CCF C类), IET Computers & Digital Techniques,IEEE Access(2区),计算机学报(CCF中文A类),电子学报(CCF中文A类),等等。 另有6篇在审/ArXiv

出版译著1部,参与编写专著一部。发明专利8项,前3项已授权,软件著作权4项。

 

最近发表的论文:

2020-2021:

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. Peer-to-Peer Networking and Applications. 2021, 14:1458–1474. 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. DNN Intellectual Property Protection: Taxonomy, Attacks and Evaluations (Invited Paper). In Proceedings of the Great Lakes Symposium on VLSI 2021 (GLSVLSI ’21), accepted. EI, CCF C, Session邀请报告和Invited Paper

10. 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, 被推荐扩展到期刊.

 

ArXiv (Preprint), 2020-2021:

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

4. ActiveGuard: An Active DNN IP Protection Technique via Adversarial Examples (2021)

5. Robust Backdoor Attacks against Deep Neural Networks in Real Physical World (2021)

6. Protecting the Intellectual Properties of Deep Neural Networks with an Additional Class and Steganographic Images (2021)

 

2019及更早的论文:

请参见谷歌学术等。

 

 

教育经历:

  • 2014/5 – 至今, 南京航空航天大学,计算机科学与技术学院,先后讲师、副教授
  • 2011/7 - 2012/7,新加坡南洋理工大学,公派留学联合培养,导师:Prof. Chang Chip-Hong, IEEE Fellow
  • 2010/9 - 2014/4,东南大学,信息与通信工程(信息安全),博士,导师:胡爱群教授
  • 2008/9 - 2010/7,东南大学,信息与通信工程(信息安全),硕士(保博),导师:胡爱群教授
  • 2004/9 - 2008/7,西南交通大学,电子信息工程,学士(四次获特等奖学金,保研)

 

主持的科研项目:

  1. 国家自然科学基金青年基金 (国家级项目) ;
  2. 国家中央JW科技委 XXXX创新特区 (国家级项目,原国防 863 ) ;
  3. CCF-启明星辰鸿雁科研计划 ( 2016 中国计算机大会颁奖,全国共 16 人) ;
  4. CCF-绿盟科技鲲鹏科研基金项目 ( 2017 中国计算机大会颁奖,全国共 11 人) ;
  5. 江苏省自然科学基金青年基金 (省部级项目) ;
  6. 中国博士后科学基金面上资助(省部级项目);
  7. 江苏省博士后基金科研资助(省部级项目);
  8. 中国空间技术研究院(航天科技五院)503所项目;
  9. 中国民航信息技术科研基地开放基金课题;
  10. 中央高校基本科研业务费专项资金;
  11. 三个教改项目;

 

学术任职:

  1. 中国人工智能学会人工智能与安全专业委员会委员;
  2. ACM南京分会执行委员会委员;
  3. 江苏省计算机学会网络与分布计算专业委员会委员;
  4. 第三届全国硬件安全论坛程序主席;
  5. 江苏省人工智能学会智能与安全专委会;
  6. IEEE会员;ACM会员;CCF会员;CAAI会员;IEICE会员;

 

程序委员会委员(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
  • 2021: ACM TURC 2021 ; AITS 2021 ; SIoTEC 2021

 


审稿人:

期刊:

  • 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.
  • EEE Transactions on Circuits and Systems II: Express Briefs.
  • IEEE Transactions on Emerging Topics in Computing;
  • IEEE Transactions on Artificial Intelligence;
  • 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;
  • Security and Communication Networks ;
  • 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;

国际会议:

  • 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;
  • 2021: AITS 2021;SIoTEC 2021

 

 

部分研究生风采:

1. 卞荣臻,已毕业:1)以一作或二作发表2篇SCI,3篇EI,1项专利;2)获研究生一等奖学金;3)三好研究生;4)科研创新个人奖。

2. 袁成翔,已毕业:1)获校优秀硕士学位论文;2)以一作或二作发表4篇SCI,1篇EI,1项专利,另有1篇SCI在审;3)获研究生二等奖学金。

3. 何灿,已毕业:1)以1作或2作或3作发表4篇SCI(1篇CCF A类,1篇CCF B类,2篇CCF C类),2篇会议(1篇CCF C类,1篇ACM会议),另有2篇SCI在审;2)研究生一等奖学金;3)三好研究生;4)科研创新个人奖。

 

部分本科生风采:

1. 吴至禹,大四:2项发明专利;1篇CCF C类论文;保送浙江大学研究生;

2. 王谢燕,已毕业:1项发明专利;科创结题优秀,获学院科创二等奖;保送中国科学技术大学研究生。

 

 

中国计算机大会(CNCC2017、CNCC2016)