Code & Software

All open-source code is hosted under the ArielCyber GitHub organization.

Encrypted Traffic & Network Security

OSF-EIMTC
Open-source framework for encrypted internet and malicious traffic classification — full ML/DL pipeline, datasets, and benchmarks.
⭐ 20 Python
When_a_RF_Beats_a_CNN_and_GRU
Code for comparing classical ML vs deep learning approaches for encrypted malware traffic classification.
Python
Spectral-Encrypted-Internet-Traffic-Classification
Spectral methods for encrypted internet traffic classification.
Python
PQClass
Classification of operating systems and browsers using post-quantum cryptography algorithms.
⭐ 1 Python
ITC-Data-Augmentations-
Data augmentation techniques for internet traffic classification.
⭐ 1 Python
GAN-N-Net
GAN-based synthetic data generation for network traffic classification.
⭐ 1 Python
graph-mux
Graph-based multiplexing for network traffic analysis.
⭐ 1 Python
TGN-RCA
Official implementation: Uncovering Microservice Faults — Temporal Graph Approach to Root Cause Analysis.
Python

API Security & Malware Detection

FT-ANN
Classification-by-retrieval framework for few-shot anomaly detection to detect API injection attacks.
⭐ 3 Python
Android-crystal-ball
Code for: Crystal Ball — From Innovative Attack to Attack Effectiveness Classifier (IEEE Access, 2021).
⭐ 2 Python
robust-malicious-url-detection
Malicious URL detection using a robust feature set resistant to adversarial example attacks.
Python
When-the-guard-failed-the-droid
Code for Android malware evasion case study.
⭐ 1 Python
OOD_Is_Not_Magic
Out-Of-Distribution Is Not Magic: The Clash Between Rejection Rate and Model Success.
Python