yuanchongbit/ai4code-framework

A unified framework for AI-enhanced code analysis.

AI4Code Framework

A unified framework for AI-enhanced code analysis.

• Feature Extraction
• Model Training
• Model Evaluation
• Decision Explanation

Since I move to other research topics, this repo may not be maintained anymore and I made it public in order to facilitate future work.

Implemented Feature Extractor (Android)

• Drebin

Arp, Daniel, et al. "Drebin: Effective and explainable detection of android malware in your pocket." Ndss. Vol. 14. 2014.

• Hindroid

Hou, Shifu, et al. "Hindroid: An intelligent android malware detection system based on structured heterogeneous information network." Proceedings of the 23rd ACM SIGKDD international conference on knowledge discovery and data mining. 2017.

• MaMaDroid

Onwuzurike, Lucky, et al. "Mamadroid: Detecting android malware by building markov chains of behavioral models (extended version)." ACM Transactions on Privacy and Security (TOPS) 22.2 (2019): 1-34.

• DAMD

McLaughlin, Niall, et al. "Deep android malware detection." Proceedings of the seventh ACM on conference on data and application security and privacy. 2017.

• MsDroid

He, Yiling, et al. "MsDroid: Identifying Malicious Snippets for Android Malware Detection." IEEE Transactions on Dependable and Secure Computing (2022).