PhD battle-11 preview | review and prospect backdoor attack and defense of neural network

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7 month 9 Japan 20:00-21:30, In this issue PhD Debate Xiang Zhen, a doctoral student from the Department of electronic engineering at Pennsylvania State University, was invited to the live broadcast room 、 Li Yiming, a doctoral student of Tsinghua University 、 Zeng Yi, a doctoral student in Computer Engineering at Virginia Tech, and Shen Guangyu, a doctoral student in computer science at Purdue University , With you Review and prospect the backdoor attack and defense of neural network .

1. In recent years , Backdoor attacks against neural networks have attracted widespread attention . Features of existing backdoor attacks , The difficulty of design , And what are the future research directions ？

2. Both backdoor attack and counter attack need to modify the sample in the prediction process , Backdoor attack and counter attack are also two important directions of neural network security research nowadays , How do you see the differences and similarities between these two directions ？

3. Characteristics of existing backdoor defense , The difficulty of design , And what are the future research directions ？

4. How to view and design backdoor attack and backdoor defense on new missions ？

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* Guest profile *

Xiang Zhen :

Ph. D. candidate, Department of electronic engineering, Pennsylvania State University , Learn from David J. Miller as well as George Kesidis. The main research direction is reliable artificial intelligence （ Including backdoor attacks , Poison attack , And avoiding attacks in many directions ） And statistical signal processing . stay TNNLS,Computer&Security,Neural Computation Etc , as well as ICLR,ICASSP,ICCV He has published many academic papers and held many international conferences 、 The reviewer of the Journal .

Li Yiming :

The fourth year of Tsinghua University is a doctoral student , Under the guidance of Xia Shutao and Jiang Yong . Its research direction is AI Security , It mainly includes back door learning 、 Against learning and data privacy protection . Its presence ICCV、 ICLR、 AAAI、IEEE TNNLS、 Pattern Recognition etc. AI Many academic papers were published in relevant top conferences and journals . Was invited to serve as AAAI 2022 Member of the high procedure Committee of the conference ,NeurIPS、ICML、ICLR Wait for the members of the meeting procedure Committee , as well as IEEE TPAMI、IEEE TDSC、IEEE TNNLS Wait for the reviewer of the Journal . Tsinghua University ‘ Futurist ’、 tencent ‘ Rhinoceros elite talent ’ Such as the honor . Personal home page ：http://liyiming.tech

Zeng Yi :

A second year doctoral student in Computer Engineering at Virginia Tech , Learn from Ruoxi Jia. My main interest is artificial intelligence security . His thesis was awarded the th 20 the ICA3PP International Conference best paper award . His papers are mainly published in the computer field （ Such as ICLR、ICCV、IJCAI、AsiaCCS） And the top issue （ for example IEEE TII、IEEE TC、IEEE Access etc. ）. Personal home page ：https://www.yi-zeng.com/

Shen Guangyu :

Second year doctoral student in computer science, Purdue University , Learn from Xiangyu Zhang. Its research direction is AI Security , Backdoor attacks included in different modal Neural Networks , Detection and defense （ Like computer vision , natural language processing ） stay CVPR, ICML, S&P He has published an academic paper and served as the reviewer of the top conference for many times . Personal home page : https://www.cs.purdue.edu/homes/shen447/

* host *

Maohaitao ：

A first-year doctoral student at Michigan State University , I studied under Professor Tang Jiliang , Once got CIKM2021 best short paper award, Was invited to serve as NeurIPS,ICML Wait for the members of the meeting procedure Committee .

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