English Version

 

Mingfu XUE (薛明富)

Associate Professor (副教授)

IEEE Senior MemberCCF Senior Member.

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

 

欢迎优秀的保研生、考研生联系:

1. 研究方向新颖有趣,就业前景红火。

2. 课题组往届毕业生成果丰硕:人均科研分 50-65 分(毕业要求为 12 分);本组一半的毕业生获评“校优秀硕士学位论文”;课题组历届所有学生均获“校科研创新先进个人”。

3. 课题组项目经费宽裕,有较多的国际学术会议等交流机会。

 

研究方向:

  1. 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。
  2. 硬件安全、硬件木马检测;
  3. 深度学习模型的版权保护。

 

在信息安全相关期刊和国际会议发表论文50多篇,其中20多篇SCI,如:IEEE Transactions on Dependable and Secure Computing(CCF A类), IEEE Transactions on Emerging Topics in Computing, IEEE Transactions on Artificial Intelligence, IEEE Transactions on Vehicular Technology,ACM Transactions on Multimedia Computing Communications and Applications,Computers & Security (CCF B类)Journal of Information Security and Applications (CCF C类), Applied Intelligence(2区), Peer-to-Peer Networking and Applications (CCF C类),Security and Communication Networks(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。 另有十余篇在审/ArXiv

 

获最佳论文奖1项;

获评IET高影响力论文,在通信和ICT技术领域Rank 6;

获IET CDT Editor's Choice Award。

出版译著1部,参与编写专著一部。发明专利10项,前4项已授权。软件著作权4项。

 

最近发表的论文:

2020-2022:

1. One-to-N & N-to-One: Two Advanced Backdoor Attacks against Deep Learning Models. IEEE Transactions on Dependable and Secure Computing. 2020, SCI, CCF A, IF 7.329

2. Intellectual Property Protection for Deep Learning Models: Taxonomy, Methods, Attacks, and Evaluations. IEEE Transactions on Artificial Intelligence, 2021.

3. Use the Spear as a Shield: An Adversarial Example based Privacy-Preserving Technique against Membership Inference Attacks. IEEE Transactions on Emerging Topics in Computing,2022,SCI, IF 7.691

4. PRNU-based Image Forgery Localization With Deep Multi-Scale Fusion. ACM Transactions on Multimedia Computing Communications and Applications, 2022, SCI

5. Detection of Recolored Image by Texture Features in Chrominance Components. ACM Transactions on Multimedia Computing, Communications, and Applications. 2022, https://doi.org/10.1145/3571076,SCI

6. 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 4.438

7. PTB: Robust Physical Backdoor Attacks against Deep Neural Networks in Real World. Computers & Security, 2022. SCI, CCF B, IF 4.438

8. Dataset Authorization Control: Protect the Intellectual Property of Dataset via Reversible Feature Space Adversarial Examples. Applied Intelligence. 2022. SCI, 中科院 2 区,IF 5.086.

9. Active Intellectual Property Protection for Deep Neural Networks through Stealthy Backdoor and Users' Identities Authentication. Applied Intelligence, 2022. SCI, 中科院 2 区, IF 5.086

10. 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 3.872

11. 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 3.307

12. SocialGuard: An Adversarial Example Based Privacy-Preserving Technique for Social Images. Journal of Information Security and Applications. 2021. SCI, CCF C, IF 3.872

13. 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

14. 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

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

16. 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

17. DNN Intellectual Property Protection: Taxonomy, Attacks and Evaluations (Invited Paper). In Proceedings of the Great Lakes Symposium on VLSI 2021 (GLSVLSI '21). EI, CCF C, Session邀请报告和Invited Paper

18. Robust Backdoor Attacks against Deep Neural Networks in Real Physical World. The 20th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2021). EI, CCF C

19. Detect and Remove Watermark in Deep Neural Networks via Generative Adversarial Networks. 24th Information Security Conference (ISC) 2021. EI, CCF C, 录用率 24%.

20. Sample-Specific Backdoor based Active Intellectual Property Protection for Deep Neural Networks. IEEE AICAS,2022. EI,Session 邀请报告和邀请论文.

21. 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.

22. ActiveGuard: Active Intellectual Property Protection for Deep Neural Networks via Adversarial Examples based User Fingerprinting. AAAI 2022 workshop, International Workshop on Practical Deep Learning in the Wild. EI

 

ArXiv (Preprint)/Under review, 2020-2022:

1. 3D Invisible Cloak. arXiv:2011.13705 (2020)

2. AdvParams: An Active DNN Intellectual Property Protection Technique via Adversarial Perturbation Based Parameter Encryption (2021)

3. Detecting Backdoor in Deep Neural Networks via Intentional Adversarial Perturbations (2021)

4. Compression-Resistant Backdoor Attack against Deep Neural Networks

5. Imperceptible and Multi-channel Backdoor Attack against Deep Neural Networks

6. Adaptive 3D Mesh Steganography Based on Feature-Preserving Distortion (2021)

and so on.

 

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(信息安全方向),博士,导师:胡爱群教授
  • 2008/9 - 2010/7,东南大学,信息与通信工程(信息安全方向),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. XXXXXXXXXXX (国家级项目,原XX863) ;
  3. CCF-绿盟科技鲲鹏科研基金项目 (2021中国计算机大会颁奖,全国共14人);
  4. 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) ;
  5. 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) ;
  6. 江苏省自然科学基金青年基金 (省部级项目) ;
  7. 中国博士后科学基金面上资助(省部级项目);
  8. 江苏省博士后基金科研资助(省部级项目);
  9. 中国空间技术研究院(航天科技五院)503所项目;
  10. 30所横向;
  11. 中国民航信息技术科研基地开放基金课题;
  12. 中央高校基本科研业务费专项资金;
  13. 三个教改项目;

参与的项目:

13. XXXXXXXXXXXX(原XX863);

14-15. 2个国家自然科学基金项目;

16. XXXXXXXXXXXX;

17. 1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. 中国图象图形学学会数字媒体取证与安全专委会委员;
  4. 中国人工智能学会青年工作委员会委员;
  5. 江苏省计算机学会网络与分布计算专业委员会委员;
  6. 第三届全国硬件安全论坛程序主席;
  7. 中国媒体取证与安全大会(ChinaMFS 2022)出版主席;
  8. 江苏省人工智能学会智能与安全专委会委员;
  9. 江苏省网络空间安全学会数据安全专委会委员;
  10. IEEE Senior MemberCCF Senior MemberACM会员;CAAI会员;CSIG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;ATS 2021;Globecom2021 CISS;CBD2021
  • 2022: Globecom2022 CISS TPC;AITS2022;ATS2022;CBD2022;

 


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.
    IEEE Transactions on Circuits and Systems II: Express Briefs.
    IEEE Transactions on Emerging Topics in Computing;
    IEEE Transactions on Artificial Intelligence;
  • IEEE Transactions on Software Engineering;
    ACM Transactions on Design Automation of Electronic Systems;
  • IEEE Embedded Systems Letters;
  • IEEE Access;
    ACM Journal on Emerging Technologies in Computing Systems;
    IET Computers & Digital Techniques;
    IET Cyber-Physical Systems: Theory & Applications;
    Electronics Letters;
    Computers and Security;
    Journal of Information Security and Applications;
    Future Generation Computer Systems;
    Integration, the VLSI Journal;
    Peer-to-Peer Networking and Applications;
    China Communications;
    Security and Communication Networks;
    Applied Intelligence;
    Computer;
  • Computer Modeling in Engineering and Sciences;
    Wireless Communications and Mobile Computing;
    International Journal of Distributed Sensor Networks;
    Defence Technology;
  • Journal of Intelligent & Fuzzy Systems;
  • ICT Express;
    Microprocessors and Microsystems;
    EURASIP Journal on Wireless Communications and Networking;
    Journal of Semiconductors;
    Journal of King Saud University - Computer and Information Sciences;
    Journal of Sensors ;
    IETE Journal of Research;
    Information Security Journal: A Global Perspective;
    International Journal of Automation and Computing;
    Software: Practice and Experience;
    Recent Patents on Computer Science;
    Recent Patents on Engineering;
    Recent Advances in Computer Science and Communications;
    Journal of Current Science and Technology;
    国家自然科学基金(面上、青年);
    教育部学位中心学位论文评审;
    Review applications for the Estonian Research Council(评审爱沙尼亚研究委员会基金)
    计算机学报(CCF中文A类);
    计算机研究与发展(CCF中文A类);
  • 计算机科学(CCF中文 B 类);

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; ATS 2021; Globecom2021 CISS;CBD2021;
  • 2022: ISCAS 2022;Globecom2022 CISS; CVPR 2022; ECCV 2022; ATS 2022; CBD2022; 3rd CSIG ChinaMFS 2022;
  • 2023: CVPR 2023 ;

 

 

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)获校优秀硕士学位论文;2)以1作或2作或3作发表6篇SCI(1篇CCF A类,2篇CCF B类,3篇CCF C类),3篇会议(2篇CCF C类,1篇ACM会议),另有2篇SCI在审;3)研究生一等奖学金;4)三好研究生;5)科研创新个人奖;6)硕士学位论文送审得分为95、93分.

 

部分本科生风采:

1. 吴至禹,已毕业:2项发明专利;3篇SCI论文,1篇CCF C类论文,1篇参与的SCI论文在审;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)