CICIDS2017

We have developed a Python package as a wrapper around Hugging Face Hub and Hugging Face Datasets library to access this dataset easily. NIDS Datasets The nids-datasets package provides functionality to download and utilize specially curated and extracted datasets from the original UNSW-NB15 and CIC-IDS2017 datasets. T

Papers using CICIDS2017 (36)

Adaptative Perturbation Patterns: Realistic Adversarial Learning For Robust Intrusion Detection2022 · 41 citesEvaluating Ml-based Anomaly Detection Across Datasets Of Varied Integrity: A Case Study2024 · 14 citesImproving Multilayer-perceptron(mlp)-based Network Anomaly Detection With Birch Clustering On CICIDS-2017 Dataset2022 · 13 citesA Comparative Analysis Of Dnn-based White-box Explainable AI Methods In Network Security2025 · 11 citesCAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network For Network Intrusion Detection2025 · 9 citesAgentic Intelligence for Unified Cyber Defense: A Self-Adaptive Framework for Threat Detection Across Cloud, Edge, and IoT Systems2026 · 2 citesAn Investigation Into The Performance Of Non-contrastive Self-supervised Learning Methods For Network Intrusion Detection2025 · 3 citesDo Transformers Actually Help Intrusion Detection? A Temporal Sequence Evaluation on CIC-IDS20172026Extending Xreason: Formal Explanations For Adversarial Detection2024 · 3 citesQuantum transfer learning for cross-domain cybersecurity threat detection and categorization2026 · 1 citesDesign of Dynamic Network Security Defense Mechanism Driven by Light GBM2026 · 1 citesFlow Exporter Impact On Intelligent Intrusion Detection Systems2024 · 1 citesSentinelSphere: An AI-driven cybersecurity platform integrating real-time threat detection with security awareness education2026An Advanced DL Architecture for Furious Network Security2026Cybersecurity in AI-Enabled IoT Network: Threat Detection and Mitigation Using Deep Learning2026Quantum-AI Models for Real-Time Cybersecurity Threat Detection and Adaptive Defense2026NeuralGuard: A Real-Time AI-Driven Autonomous Intrusion Prevention System for Network Security2026Machine learning-based framework for dynamic risk assessment and early warning in wireless network security environments2026Machine Learning-Driven Threat Detection and Response Framework for Modern Cybersecurity Systems2026Next-Gen Cyber Defense: Integrating Deep Learning into Threat Detection Systems2026A Hybrid Deep Learning Architecture for Network Security Situation Awareness and Pre-Alarm in Large-Scale Data Environments Using LSTM, Autoencoder, and GNN2026Enterprise Network Security Using Few‐Shot Meta‐Learning2026Adversarial Vulnerability Analysis of Deep Neural Network-Based Intrusion Detection Systems Using FGSM and PGD Attacks2026Enhancing Trust in Machine Learning via Adversarial Data Attack Detection Using GANs2026Sentinelsphere: Integrating Ai-powered Real-time Threat Detection With Cybersecurity Awareness Training2026Machine Learning For Network Attacks Classification And Statistical Evaluation Of Adversarial Learning Methodologies For Synthetic Data Generation2026Adaptive Deception Framework With Behavioral Analysis For Enhanced Cybersecurity Defense2025MAGE-ID: A Multimodal Generative Framework For Intrusion Detection Systems2025An Explainable Recursive Feature Elimination To Detect Advanced Persistent Threats Using Random Forest Classifier2025Neurosymbolic Artificial Intelligence For Robust Network Intrusion Detection: From Scratch To Transfer Learning2025Machine Learning-based Network Intrusion Detection For Big And Imbalanced Data Using Oversampling, Stacking Feature Embedding And Feature Extraction2024 · 200 citesVaemax: Open-set Intrusion Detection Based On Openmax And Variational Autoencoder2024 · 5 citesAttention-gan For Anomaly Detection: A Cutting-edge Approach To Cybersecurity Threat Management2024 · 5 citesBridging The Gap To Real-world For Network Intrusion Detection Systems With Data-centric Approach2021 · 4 citesOptimizing Intrusion Detection System Performance Through Synergistic Hyperparameter Tuning And Advanced Data Processing2024 · 1 citesSynGAN: Towards Generating Synthetic Network Attacks using GANs2019 · 29 cites