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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).