A key code detection model based on semantic convolutional memory fusion network

Beibei Su; Xingjie Huang; Jing Zhang; Yaozhong Dong

doi:10.1117/12.3012088

21 December 2023 A key code detection model based on semantic convolutional memory fusion network

Beibei Su, Xingjie Huang, Jing Zhang, Yaozhong Dong

Proceedings Volume 12970, Fourth International Conference on Signal Processing and Computer Science (SPCS 2023); 129703F (2023) https://doi.org/10.1117/12.3012088
Event: Fourth International Conference on Signal Processing and Computer Science (SPCS 2023), 2023, Guilin, China

Abstract

The leakage of source code will lead to a serious information security crisis. It is of great significance for electric power mobile micro-applications to detect key codes and then protect them. Aiming at the poor representation ability of JavaScript code, we suggested a key code detection model based on a semantic convolutional memory fusion network. The fusion network was constructed by combining TextCNN and Attention-based BiLSTM to extract code features. The lexical unit sequence that is abstracted from the abstract syntax tree will be input to the fusion network for identification and classification. According to the experimental results, the proposed model shows improvement in the representation ability and overall performance in key code detection.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Beibei Su, Xingjie Huang, Jing Zhang, and Yaozhong Dong "A key code detection model based on semantic convolutional memory fusion network", Proc. SPIE 12970, Fourth International Conference on Signal Processing and Computer Science (SPCS 2023), 129703F (21 December 2023); https://doi.org/10.1117/12.3012088

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available