| Training a Bidirectional GAN-based One-Class Classifier for Network Intrusion Detection | Feb 2, 2022 | Anomaly DetectionIntrusion Detection | —Unverified | 0 |
| Unsupervised Network Intrusion Detection System for AVTP in Automotive Ethernet Networks | Jan 31, 2022 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Early Detection of Network Attacks Using Deep Learning | Jan 27, 2022 | Deep Learningfeature selection | —Unverified | 0 |
| One-Shot Learning on Attributed Sequences | Jan 23, 2022 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| An Interpretable Federated Learning-based Network Intrusion Detection Framework | Jan 10, 2022 | Federated LearningIntrusion Detection | —Unverified | 0 |
| Feature Selection-based Intrusion Detection System Using Genetic Whale Optimization Algorithm and Sample-based Classification | Jan 3, 2022 | feature selectionIntrusion Detection | —Unverified | 0 |
| Detect & Reject for Transferability of Black-box Adversarial Attacks Against Network Intrusion Detection Systems | Dec 22, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| Adversarial Machine Learning In Network Intrusion Detection Domain: A Systematic Review | Dec 6, 2021 | BIG-bench Machine LearningFeature Engineering | —Unverified | 0 |
| Two-stage Deep Stacked Autoencoder with Shallow Learning for Network Intrusion Detection System | Dec 3, 2021 | Feature EngineeringIntrusion Detection | —Unverified | 0 |
| Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration | Dec 2, 2021 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection | Nov 27, 2021 | Intrusion DetectionNetwork Intrusion Detection | CodeCode Available | 0 |
| A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection | Nov 4, 2021 | Federated LearningIntrusion Detection | —Unverified | 0 |
| Bridging the gap to real-world for network intrusion detection systems with data-centric approach | Oct 25, 2021 | BIG-bench Machine LearningIntrusion Detection | CodeCode Available | 1 |
| PWG-IDS: An Intrusion Detection Model for Solving Class Imbalance in IIoT Networks Using Generative Adversarial Networks | Oct 6, 2021 | Generative Adversarial NetworkIntrusion Detection | —Unverified | 0 |
| From Zero-Shot Machine Learning to Zero-Day Attack Detection | Sep 30, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Feature Analysis for Machine Learning-based IoT Intrusion Detection | Aug 29, 2021 | Computational Efficiencyfeature selection | —Unverified | 0 |
| Feature Extraction for Machine Learning-based Intrusion Detection in IoT Networks | Aug 28, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| Learning to Detect: A Data-driven Approach for Network Intrusion Detection | Aug 18, 2021 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| A new semi-supervised inductive transfer learning framework: Co-Transfer | Aug 18, 2021 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| Unveiling the potential of Graph Neural Networks for robust Intrusion Detection | Jul 30, 2021 | Graph Neural NetworkIntrusion Detection | CodeCode Available | 1 |
| Decision-forest voting scheme for classification of rare classes in network intrusion detection | Jul 25, 2021 | Intrusion DetectionMalware Detection | —Unverified | 0 |
| Deep Transfer Learning Based Intrusion Detection System for Electric Vehicular Networks | Jul 12, 2021 | AttributeIntrusion Detection | —Unverified | 0 |
| Segmented Federated Learning for Adaptive Intrusion Detection System | Jul 2, 2021 | Federated LearningIntrusion Detection | —Unverified | 0 |
| On the Evaluation of Sequential Machine Learning for Network Intrusion Detection | Jun 15, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| Towards a Privacy-preserving Deep Learning-based Network Intrusion Detection in Data Distribution Services | Jun 12, 2021 | Deep LearningIntrusion Detection | —Unverified | 0 |
| Cybersecurity Anomaly Detection in Adversarial Environments | May 14, 2021 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Launching Adversarial Attacks against Network Intrusion Detection Systems for IoT | Apr 26, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| Benchmarking the Benchmark -- Analysis of Synthetic NIDS Datasets | Apr 19, 2021 | BenchmarkingIntrusion Detection | —Unverified | 0 |
| Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-based Network Intrusion Detection | Apr 15, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| Supervised Feature Selection Techniques in Network Intrusion Detection: a Critical Review | Apr 11, 2021 | Feature Correlationfeature selection | —Unverified | 0 |
| Exploring Edge TPU for Network Intrusion Detection in IoT | Mar 30, 2021 | CPUIntrusion Detection | —Unverified | 0 |
| E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT | Mar 30, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Explaining Network Intrusion Detection System Using Explainable AI Framework | Mar 12, 2021 | BIG-bench Machine LearningIntrusion Detection | —Unverified | 0 |
| TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack | Mar 10, 2021 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| A flow-based IDS using Machine Learning in eBPF | Feb 19, 2021 | BIG-bench Machine LearningIntrusion Detection | CodeCode Available | 1 |
| Edge-Detect: Edge-centric Network Intrusion Detection using Deep Neural Network | Feb 3, 2021 | CPUEdge-computing | CodeCode Available | 1 |
| Federated Intrusion Detection for IoT with Heterogeneous Cohort Privacy | Jan 25, 2021 | Continual LearningIntrusion Detection | —Unverified | 0 |
| Intrusion detection in IoT using artificial neural networks on UNSW-15 dataset | Jan 21, 2021 | Intrusion DetectionMulti-class Classification | —Unverified | 0 |
| Towards Network Traffic Monitoring Using Deep Transfer Learning | Jan 4, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| A Novel Resampling Technique for Imbalanced Dataset Optimization | Dec 30, 2020 | Intrusion DetectionMalware Detection | —Unverified | 0 |
| A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset | Dec 29, 2020 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| RNNIDS: Enhancing Network Intrusion Detection Systems through Deep Learning | Dec 21, 2020 | Deep LearningIntrusion Detection | —Unverified | 0 |
| Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning | Dec 16, 2020 | Federated LearningIntrusion Detection | CodeCode Available | 1 |
| Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems | Dec 4, 2020 | Deep LearningIntrusion Detection | —Unverified | 0 |
| Adversarial Examples in Constrained Domains | Nov 2, 2020 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| DualNet: Locate Then Detect Effective Payload with Deep Attention Network | Oct 23, 2020 | Deep AttentionIntrusion Detection | —Unverified | 0 |
| Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection | Oct 15, 2020 | Intrusion DetectionNetwork Intrusion Detection | —Unverified | 0 |
| The Effective Methods for Intrusion Detection With Limited Network Attack Data: Multi-Task Learning and Oversampling | Oct 6, 2020 | Intrusion DetectionMulti-Task Learning | —Unverified | 0 |
| Intrusion Detection with Segmented Federated Learning for Large-Scale Multiple LANs | Sep 28, 2020 | Federated LearningIntrusion Detection | CodeCode Available | 1 |
| Machine Learning Applications in Misuse and Anomaly Detection | Sep 10, 2020 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |