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 (46)

Evaluating Ml-based Anomaly Detection Across Datasets Of Varied Integrity: A Case Study2024 · 14 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 citesDo Transformers Actually Help Intrusion Detection? A Temporal Sequence Evaluation on CIC-IDS20172026Extending Xreason: Formal Explanations For Adversarial Detection2024 · 3 citesForensic-Oriented Intrusion Detection Using Synthetic Network Traffic Data and Explainable Artificial Intelligence2026BARS: Benign-Anchored Ranking and Selection for False Alarm Reduction in Network Intrusion Detection2026A Predictive Neural Network Architecture for Early Detection of Low-Rate Cyberattacks2026Quantum transfer learning for cross-domain cybersecurity threat detection and categorization2026 · 1 citesDesign of Dynamic Network Security Defense Mechanism Driven by Light GBM2026 · 1 citesHybridGuard: Enhancing Minority-Class Intrusion Detection in Dew-Enabled Edge-of-Things Networks2025 · 1 citesOn the Evaluation of Spiking Neural Network Configurations for Network Intrusion Detection2026Explainable AI-Driven Cyber Risk Analytics and Model Reliability Assessment for Intelligent Governance of U.S. Critical Infrastructure: An XGBoost and SHAP-Based Intrusion Detection Framework2026GenTI: Benchmarking LLMs for Autonomous IDPS Rule Generation for Unseen Attacks2026SHIELD-IDS: Structurally Heterogeneous Ensemble with Integrated Layered Defense for Intrusion Detection Systems2026Quantum-Inspired Reinforcement Learning for Low-Latency Intrusion Detection in V2X and Internet-of-Vehicles Networks2026SentinelSphere: 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 Training2026UNAD+: An Explainable Hybrid Framework for Unknown Network Attack Detection2026CALIBURN: Operationally Calibrated Streaming Intrusion Detection with Regime-Dependent Conformal Risk Control2026PARD-SSM: Probabilistic Cyber-Attack Regime Detection via Variational Switching State-Space Models2026Machine Learning for Network Attacks Classification and Statistical Evaluation of Adversarial Learning Methodologies for Synthetic Data Generation2026GMA-SAWGAN-GP: A Novel Data Generative Framework to Enhance IDS Detection Performance2026KAN-LSTM: Benchmarking Kolmogorov-Arnold Networks for Cyber Security Threat Detection in IoT Networks2026Agentic AI for Cybersecurity: A Meta-Cognitive Architecture for Governable Autonomy2026Detecting Cybersecurity Threats by Integrating Explainable AI with SHAP Interpretability and Strategic Data Sampling2026MALCDF: A Distributed Multi-Agent LLM Framework for Real-Time Cyber2025An explainable Recursive Feature Elimination to detect Advanced Persistent Threats using Random Forest classifier2025StealthCup: Realistic, Multi-Stage, Evasion-Focused CTF for Benchmarking IDS2025Adaptive Deception Framework with Behavioral Analysis for Enhanced Cybersecurity Defense2025What Does Normal Even Mean? Evaluating Benign Traffic in Intrusion Detection Datasets2025A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges2025MAGE-ID: A Multimodal Generative Framework For Intrusion Detection Systems2025Neurosymbolic Artificial Intelligence For Robust Network Intrusion Detection: From Scratch To Transfer Learning2025SynGAN: Towards Generating Synthetic Network Attacks using GANs2019 · 29 cites