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.
- 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).