From Data and Model Levels: Improve the Performance of Few-Shot Malware Classification

Author:

Chai Yuhan1ORCID,Qiu Jing1ORCID,Yin Lihua1,Zhang Lejun1,Gupta Brij B.2ORCID,Tian Zhihong1ORCID

Affiliation:

1. Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, China

2. Department of Computer Science and Information Engineering, International Center for AI and Cyber Security Research and Innovations, Asia University, Taichung, Taiwan

Funder

Guangdong Province Universities and Colleges Pearl River Scholar Funded Scheme

Guangdong Higher Education Innovation Group

Guangdong Province Key Research and Development Plan

Major Key Project of PCL

National Key Research and Development Plan

National Natural Science Foundation of China

Guangzhou Higher Education Innovation Group

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Networks and Communications

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1. FAMCF: A few-shot Android malware family classification framework;Computers & Security;2024-11

2. Crowdsourcing Malware Family Annotation: Joint Class-Determined Tag Extraction and Weakly-Tagged Sample Inference;IEEE Transactions on Network and Service Management;2024-08

3. SoK: Visualization-based Malware Detection Techniques;Proceedings of the 19th International Conference on Availability, Reliability and Security;2024-07-30

4. A Network Security Situation Prediction Method Based on SSA-GResNeSt;IEEE Transactions on Network and Service Management;2024-06

5. Semantic Web-Based Structural Equation Modeling and Mediating Effects Are Used to Investigate Key Factors;International Journal on Semantic Web and Information Systems;2024-01-07

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