mamerzouk / adversarial_analysis
This repository contains the notebook used for the experiments of the papers: "A Deeper Analysis of Adversarial Examples in Intrusion Detection" presented at the CRISIS Conference 2020, and "Investigating the Practicality of Adversarial Evasion Attacks on Network Intrusion Detection" submitted to the journal Annals of Telecommunication.
☆11Updated 3 years ago
Alternatives and similar repositories for adversarial_analysis:
Users that are interested in adversarial_analysis are comparing it to the libraries listed below
- ☆19Updated 3 months ago
- Implementation of Robust Transformer Based Intrusion Detection, based on the Paper by Wu et. Al☆22Updated 7 months ago
- A backdoor attack by vulnerability amplification on online machine learning-based network intrusion detection system☆20Updated 3 years ago
- Source code for paper "Multi-Classification In-Vehicle Intrusion Detection System using Packet- and Sequence-Level Characteristics from T…☆29Updated last week
- ☆10Updated last year
- Code for paper: Contrastive Learning Enhanced Intrusion Detection☆17Updated 2 years ago
- ☆41Updated 2 years ago
- Generative adversarial networks for Network Intrusion Benchmark datasets☆35Updated 8 months ago
- An intrusion detection system model developed using CNN and Bi-LSTM.☆12Updated 2 years ago
- Our implementations of the flow-based network intrusion detection model (for the COMNET paper)☆47Updated 4 years ago
- ☆12Updated 2 years ago
- CANET: An Effective CNN-Attention Model for Network Intrusion Detection☆33Updated 2 years ago
- IDS-GAN: Generative Adversarial Networks for AttackGeneration against Intrusion Detection☆22Updated last year
- Pytorch implementation of LuNet: A Deep Neural Network for Network Intrusion Detection☆52Updated 5 years ago
- Code for the paper "Anomaly-Based Intrusion Detection in IIoT Networks Using Transformer Models"☆33Updated 2 years ago
- Implement a VAE to learn a reduced state space representation from the NSL-KDD dataset, capturing essential features of normal network t…☆13Updated last year
- Correlation Aware DDoS Detection In IoT Systems☆9Updated last year
- This platform is designed and implemented for encrypted traffic classification using deep learning☆13Updated last year
- An Intrusion Detection System based on Deep Belief Networks☆83Updated 2 years ago
- Official repository of the paper "The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems".☆9Updated 3 years ago
- Official repository for the paper "Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Ne…☆10Updated 8 months ago
- An automatic packet crafting tool for evading learning-based NIDS☆79Updated 3 years ago
- This repository presents the implemetation of a highly optimized Deep Transfer Learning (DTL) and Genetic Algorithm (GA) based intrusion …☆16Updated last year
- Intrusion Detection System (Classifier) Using CIC IDS 2017 Datasets☆13Updated 4 years ago
- A Few-shot Based Model-Agnostic Meta-Learning for Intrusion Detection in Security of Internet of Things☆12Updated 2 months ago
- Enhancing Robustness Against Adversarial Examples in Network Intrusion Detection Systems☆22Updated 4 years ago
- Implementation of "ConFlow: Contrast Network Flow Improving Class-Imbalanced Learning in Network Intrusion Detection"☆13Updated 2 years ago
- Improved Autoencoder-based Ensemble In-vehicle Intrusion Detection System☆11Updated last year
- Deep learning models for network intrusion detection☆35Updated 2 years ago
- Source code for the paper: Adaptive Clustering-based Malicious Traffic Classification at the Network Edge (https://homepages.inf.ed.ac.uk…☆33Updated 3 years ago