dherath / CFGExplainerLinks
[code] "CFGExplainer: Explaining Graph Neural Network-Based Malware Classification from Control Flow Graphs" by Jerome Dinal Herath, Priti Prabhakar Wakodikar, Ping Yang and Guanhua Yan. In: IEEE/IFIP International Conference on Dependable Systems and Networks (DSN) (2022)
☆35Updated 3 years ago
Alternatives and similar repositories for CFGExplainer
Users that are interested in CFGExplainer are comparing it to the libraries listed below
Sorting:
- Building relation graph of Android APIs to catch the semantics between APIs, and used to enhancing Android malware detectors☆88Updated 2 years ago
- TDSC 2022 | An explainable GNN-based Android malware detection system in paper "MsDroid: Identifying Malicious Snippets for Android Malwa…☆58Updated last year
- ☆21Updated 5 years ago
- Code for "MalGraph: Hierarchical Graph Neural Networks for Robust Windows Malware Detection"☆46Updated 3 years ago
- Papers, code and datasets about deep learning for Android malware defenses and malware detection☆146Updated last year
- A curated list of malware-related papers.☆30Updated last year
- Discovering Malicious Functionality through Binary Reconstruction☆55Updated 3 years ago
- Source code of Malware Classification by Learning Semantic and Structural Features of Control Flow Graphs (TrustCom 2021)☆22Updated 3 years ago
- 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☆50Updated last year
- ☆39Updated 4 years ago
- ☆19Updated 2 years ago
- Code for the AsiaCCS 2021 paper: "Malware makeover: Breaking ML-based static analysis by modifying executable bytes"☆53Updated last year
- Code from the paper: Neurlux: Dynamic Malware Analysis Without Feature Engineering☆13Updated 4 years ago
- Android Malware Detection with Graph Convolutional Networks using Function Call Graph and its Derivatives.☆38Updated 4 years ago
- ☆16Updated 3 years ago
- ☆138Updated 7 years ago
- The scalable bug search for binaries☆69Updated 8 years ago
- Continuous Learning for Android Malware Detection (USENIX Security 2023)☆70Updated last year
- A new version used Androguard but not Soot to realize MaMadroid。☆19Updated 4 years ago
- revised☆22Updated 5 years ago
- A novel and interpretable ML-based approach to classify malware with high accuracy and explain the classification result meanwhile.☆28Updated 2 years ago
- MalScan: Fast Market-Wide Mobile Malware Scanning by Social-Network Centrality Analysis☆43Updated 5 years ago
- Vulnerability Discovery with Function Representation Learning from Unlabeled Projects☆38Updated 7 years ago
- ☆18Updated last year
- A curated resource list of adversarial attacks and defenses for Windows PE malware detection.☆71Updated 2 years ago
- ☆31Updated 2 years ago
- ☆11Updated last year
- Official Repository of "Robust Malware Classification via Deep Graph Networks on Call Graph Topologies" (ESANN 2021)☆13Updated 2 years ago
- Drebin - NDSS 2014 Re-implementation☆106Updated 7 years ago
- Offical Implementation for PalmTree☆143Updated last year