Federated Learning for Intrusion Detection System using the Flower framework and UNSW_NB15 dataset.
☆35Jan 13, 2024Updated 2 years ago
Alternatives and similar repositories for fl-ids
Users that are interested in fl-ids are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Improving Transferability of Network Intrusion Detection in a Federated Learning Setup☆13Dec 23, 2023Updated 2 years ago
- ☆19Feb 5, 2025Updated last year
- Decentralized Identity☆12Dec 8, 2021Updated 4 years ago
- Network System Intrusion Detection using Graph Neural Networks☆22Aug 1, 2023Updated 2 years ago
- Training of a simple Neural Network model as an Intrusion Detection System for Cybersecurity defense using Federated Learning with the Fl…☆16Apr 29, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- FL-based intrusion detection system development using model averaging.☆46Dec 18, 2022Updated 3 years ago
- ☆15Jan 20, 2023Updated 3 years ago
- Basic Blockchain-Based Federated Learning Intrusion Detection System☆12Nov 2, 2022Updated 3 years ago
- A Real-Time Network Intrusion Detection System based on Transformer-LSTM model (Major Project)☆16May 27, 2024Updated 2 years ago
- Using Flower federated learning with scikit-learn random forest☆17Nov 28, 2023Updated 2 years ago
- FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution☆41Nov 13, 2022Updated 3 years ago
- Federated learning + blockchain example☆12Sep 13, 2022Updated 3 years ago
- Official repository for the paper "Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Ne…☆15Jul 31, 2024Updated last year
- Code for the IEEE IoTJ paper "Semi-Supervised Federated Learning Based Intrusion Detection Method for Internet of Things"☆35Dec 18, 2022Updated 3 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code for the paper: "Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection" (Infocom 2025)☆30Aug 28, 2025Updated 11 months ago
- Protocol-Based Deep Intrusion Detection for DoS and DDoS Attacks Using UNSW-NB15 and Bot-IoT Data-Sets☆23May 13, 2022Updated 4 years ago
- GNN4ID: A Toolset for Crafting Graph Neural Network-Based NIDS Datasets☆32Feb 23, 2026Updated 5 months ago
- ☆21May 24, 2025Updated last year
- CVPR 2025, Model Poisoning Attacks to Federated Learning via Multi-Round Consistency☆18Mar 14, 2025Updated last year
- A Graph Neural Network-based Intrusion Detection System☆38Aug 12, 2024Updated last year
- ☆22Oct 22, 2024Updated last year
- CS525 Group research Paper. A central server uses network topology/clustering algorithm to assign clusters for workers. A special aggrega…☆18Sep 1, 2021Updated 4 years ago
- Code for paper: Contrastive Learning Enhanced Intrusion Detection☆18Apr 18, 2023Updated 3 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆50Dec 25, 2025Updated 7 months ago
- Intrusion Detection System - IDS example using Dense, Conv1d and Lstm layers in Keras / TensorFlow☆26Apr 28, 2023Updated 3 years ago
- Federated Learning in Network Intrusion Detection☆15Feb 22, 2023Updated 3 years ago
- This repository presents a blockchain-based framework, TrustFed, for Cross-Device Federated Learning systems to detect the model poisonin…☆13Mar 31, 2022Updated 4 years ago
- Codes for the paper entitled "Optimization of Predictive Performance of Intrusion Detection System Using Hybrid Ensemble Model for Secure…☆16May 29, 2023Updated 3 years ago
- Code for the paper: "AOC-IDS: Autonomous Online Framework with Contrastive Learning for Intrusion Detection" (Infocom 2024)☆43Dec 6, 2024Updated last year
- Experiments on MNIST dataset and federated training using Flower framework☆39Feb 20, 2026Updated 5 months ago
- Face Verification Example with Flower / Federated Learning☆12Apr 3, 2023Updated 3 years ago
- A Proof-of-Stake (PoS) blockchain-based Federated Learning framework with a validation scheme robust against the distorted local model up…☆23Sep 11, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [ICML 2023] Optimizing the Collaboration Structure in Cross-Silo Federated Learning. Wenxuan Bao, Haohan Wang, Jun Wu, Jingrui He.☆21Jul 25, 2023Updated 3 years ago
- Thesis research on enhancing Network Intrusion Detection System (NIDS) explainability using Transformers.☆18Sep 11, 2023Updated 2 years ago
- NVD，CNNVD软件漏洞数据集，漏洞文本预处理，训练算法模型进行漏洞分类☆11Oct 13, 2018Updated 7 years ago
- Extracting data and analyzing the network traffic flow☆13Jul 19, 2018Updated 8 years ago
- TensorFlow 2 implementation of Wasserstein Conditional GAN with Gradient Penalty (WCGAN-GP) for synthetic data generation☆22Jan 31, 2022Updated 4 years ago
- Implement a VAE to learn a reduced state space representation from the NSL-KDD dataset, capturing essential features of normal network t…☆14Feb 15, 2024Updated 2 years ago
- A simple Asynchronous Federated Learning!☆11Dec 24, 2024Updated last year