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Technology of Information Security
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1539-1543

Research on key agreement based on adversarial network

Wu Shaoqian
Li Ximing
Wang Xuan
Cai Hexin
College of Mathematics & Informatics, South China Agricultural University, Guangzhou 510642, China

Abstract

With the continuous development of machine learning, the threat to modern cryptography is constantly increasing, and the research on neural network applied to cryptography is also deepening, and adversarial learning mechanism in generative adversarial networks is consistent with the adversarial nature in cryptography. This paper studied how to combine adversa-rial network and key agreement. As a preliminary proof of concept, this paper directly used the neural network instead of both sides and adversary of communication, and used the adversarial learning mechanism to design the key agreement based on adversarial network(KG-AN), and the key length was 16 bit and 64 bit of training. The experimental results show that both sides' agreement key error of the communication is 1.5% and 2% respectively, the decoding error of the adversary remains at around 95% and 91% respectively, which preliminarily realizes the key agreement under the adversarial network, and demonstrates the feasibility of applying the adversarial network to the key agreement.

Foundation Support

国家自然科学基金资助项目(61872152,61872409)
2018年广东省农业厅省级乡村振兴战略专项资助项目(粤农计〔2018〕54号)
广东省基础与应用基础重大项目(2019B030302008,2020A1515010751)
广州市科技计划资助项目(201902010081)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.08.0197
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 5
Section: Technology of Information Security
Pages: 1539-1543
Serial Number: 1001-3695(2021)05-048-1539-05

Publish History

[2021-05-05] Printed Article

Cite This Article

吴少乾, 李西明, 王璇, 等. 对抗网络下的密钥协商问题研究 [J]. 计算机应用研究, 2021, 38 (5): 1539-1543. (Wu Shaoqian, Li Ximing, Wang Xuan, et al. Research on key agreement based on adversarial network [J]. Application Research of Computers, 2021, 38 (5): 1539-1543. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.


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