E0HYL / MsDroid
An explainable GNN-based Android malware detection system in paper "MsDroid: Identifying Malicious Snippets for Android Malware Detection" (TDSC 2022)
☆50Updated 8 months ago
Related projects ⓘ
Alternatives and complementary repositories for MsDroid
- 从Androzoo下载数据集,区分年份以及良性/恶意应用,支持协程、代理、断点继续、错误重试等☆42Updated last year
- Building relation graph of Android APIs to catch the semantics between APIs, and used to enhancing Android malware detectors☆78Updated 2 years ago
- ☆30Updated 3 years ago
- A novel and interpretable ML-based approach to classify malware with high accuracy and explain the classification result meanwhile.☆26Updated last year
- A new version used Androguard but not Soot to realize MaMadroid。☆18Updated 3 years ago
- Android Malware Detection with Graph Convolutional Networks using Function Call Graph and its Derivatives.☆35Updated 3 years ago
- A unified framework for AI-enhanced code analysis.☆9Updated last year
- revised☆20Updated 4 years ago
- A curated list of malware-related papers.☆21Updated 8 months ago
- A Static Sensitive Subgraph-based Feature for Android Malware Detection☆11Updated 3 years ago
- ☆21Updated 4 years ago
- Papers, code and datasets about deep learning for Android malware defenses and malware detection☆129Updated 11 months ago
- ☆14Updated 3 years ago
- ☆12Updated 2 years ago
- Continuous Learning for Android Malware Detection (USENIX Security 2023)☆58Updated last year
- ☆18Updated 9 months ago
- Drebin - NDSS 2014 Re-implementation☆103Updated 6 years ago
- ☆15Updated 2 years ago
- MalScan: Fast Market-Wide Mobile Malware Scanning by Social-Network Centrality Analysis☆41Updated 4 years ago
- adversarial examples, adversarial malware examples, adversarial malware detection, adversarial deep ensemble, Android malware variants☆54Updated last year
- Source code of Malware Classification by Learning Semantic and Structural Features of Control Flow Graphs (TrustCom 2021)☆18Updated 2 years ago
- the instructions about request access to AdvDroidZero☆10Updated 6 months ago
- ☆19Updated 10 months ago
- A Practical Deep Learning-based Android Malware Detection System☆14Updated 2 years ago
- ☆15Updated 2 years ago
- [code] "CFGExplainer: Explaining Graph Neural Network-Based Malware Classification from Control Flow Graphs" by Jerome Dinal Herath, Prit…☆33Updated 2 years ago
- adversarial malware detection via a principled way☆16Updated last year
- Harmonious Unification of Cacophonous Anti-Virus Vendor Labels for Android Malware☆45Updated 5 years ago
- ☆14Updated 6 years ago
- Codes for AICS'2019 challenge problem☆22Updated 5 years ago