Network Intrusion Detection

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  1. AI-Native Closed-Loop Security for 6G-Enabled Cyber-Physical Systems: From Edge Detection to Network-Wide Mitigation

    Jun 6, 2026Bilal Hussain, Muhammad Bilal, Tan Li +6Cyber-Physical Systems6G Networks

  2. SHIELD-IDS: Structurally Heterogeneous Ensemble with Integrated Layered Defense for Intrusion Detection Systems

    Jun 5, 2026Maryam Zaman, Muhammad Khuram ShahzadEnsemble LearningNetwork Intrusion Detection

  3. GenTI: Benchmarking LLMs for Autonomous IDPS Rule Generation for Unseen Attacks

    Jun 4, 2026Hassan Jalil Hadi, Rehana Yasmin, Ali ShokerNetwork Intrusion DetectionSynthetic Benchmark Generation

  4. An Improved CNN-LSTM Based Intrusion Detection System for IoT Networks

    Jun 4, 2026Mohammad Tariq Ikhlas, Pohanyar Khowaja Khil, Malik Muhammad Mueed Aslam +1Network Intrusion DetectionInternet of Things

  5. Hybrid CNN-LSTM Framework for Intelligent Cyber Attack Detection and Prevention in U.S. Critical Digital Infrastructure: A Comparative Machine Learning Evaluation on CSE-CIC-IDS2018

    Jun 4, 2026Md. Iqbal Hossan, Md. Serajul Kabir Chowdhury Rubel, Md. Arifur Rahman +1Autonomous Cyber DefenseNetwork Intrusion Detection

  6. Explainable AI-Driven Cyber Risk Analytics and Model Reliability Assessment for Intelligent Governance of U.S. Critical Infrastructure: An XGBoost and SHAP-Based Intrusion Detection Framework

    Jun 4, 2026B. M. Taslimul Haque, Md. Arifur Rahman, Md. Serajul Kabir Chowdhury Rubel +1Network Intrusion DetectionCybersecurity

  7. Cognitive Threat Intelligence and Explainable Federated Security Analytics for distributed Infrastructure Systems

    Jun 4, 2026Md. Arifur Rahman, B. M. Taslimul Haque, Md. Iqbal Hossan +1Cyber Threat IntelligenceNetwork Intrusion Detection

  8. FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems

    Jun 2, 2026Maxime Schwarzer, Laurin Holz, Tobias Huerten +4Model Extraction AttacksNetwork Intrusion Detection

  9. The Value of Spike Timing: A Leakage-Resistant Benchmark of SNN Design Choices for Network Intrusion Detection

    May 31, 2026Raj Patel, Shaswata Mitra, David Amebley +3Data LeakageNetwork Intrusion Detection

  10. GETA: Generalized Encrypted Traffic Analysis

    May 29, 2026Ransika Gunasekara, Rahat Masood, Salil KanhereDomain AdaptationNetwork Intrusion Detection

  11. Improving IoT Intrusion Detection Through SMOTE-Based Oversampling and Extended Multi-Model Evaluation on Side-Channel Power Data

    May 29, 2026Muhammad Khuram Shahzad, Haseeb Khan, Muhammad Masood Khan +1Class-Imbalanced LearningIoT Intrusion Detection

  12. XAI-SOH-FL: Enhancing SOH-FL with Adaptive Aggregation and Explainable AI for Intrusion Detection in Heterogeneous IoT

    May 28, 2026Ambreen Aslam, Maaz Hassan, Bibi Zahra +1Federated Learning AggregationNetwork Intrusion Detection

  13. Risk Averse Alert Prioritization for IDS Using Subnormal Gaussian Fuzzy Models

    May 26, 2026Murat MoranNetwork Intrusion DetectionFuzzy Logic

  14. Intelligent Detection and Mitigation of Carpet-Bombing DDoS Attacks in SDN Using Retrieval-Augmented Generation and Large Language Models

    May 25, 2026Mohammed N. Swileh, Shengli Zhang, Kai LeiNetwork Intrusion DetectionCybersecurity

  15. Enhancing Autonomous Online Intrusion Detection for IoT with Balanced Learning, Reliable Pseudo-Labels, and Lightweight Architectures

    May 24, 2026Hanzala Afzaal, Danish Memon, Chouhdary Bilal Raza +1Class-Imbalanced LearningNetwork Intrusion Detection

  16. UNAD+: An Explainable Hybrid Framework for Unknown Network Attack Detection

    May 21, 2026Saif Alzubi, Frederic StahlNetwork Intrusion DetectionUnsupervised Anomaly Detection

  17. Multi-population Diversity-guided Genetic Algorithm for Feature Selection in Network Intrusion Detection

    May 19, 2026Chunzhen LiNetwork Intrusion DetectionFeature Selection

  18. Few-Shot Network Intrusion Detection Using Online Triplet Mining

    May 17, 2026Jack Wilkie, Hanan Hindy, Christos Tachtatzis +2Network Intrusion DetectionFew-Shot Learning

  19. Integration of AI in Cybersecurity: Current Trends with a Focused Look at Intrusion Detection Applications

    May 17, 2026S. Tazili, A. Mansour, M. Y. ChkouriNetwork Intrusion DetectionCybersecurity

  20. On-Device Interpretable Tsetlin Machine-Based Intrusion Detection for Secure IoMT

    May 15, 2026Rahul Jaiswal, Per-Arne Andersen, Linga Reddy Cenkeramaddi +2Network Intrusion DetectionInterpretable ML

  21. A Multi-Layer Cloud-IDS Pipeline with LLM and Adaptive Q-Learning Calibration

    May 15, 2026Syed Waqas Ali, Ibrar Ali Shah, Farzana Zahid +2Network Intrusion DetectionCybersecurity

  22. XAI and Statistical Analysis for Reliable Intrusion Detection in the UAVIDS-2025 Dataset: From Tree to Hybrid and Tabular DNN Ensembles

    May 13, 2026Iakovos-Christos Zarkadis, Christos DouligerisEnsemble LearningNetwork Intrusion Detection

  23. Context-Aware Web Attack Detection in Open-Source SIEM Systems via MITRE ATT&CK-Enriched Behavioral Profiling

    May 13, 2026Badr Alboushy, Assef Jafar, Mohamad Aljnidi +2Network Intrusion DetectionCybersecurity

  24. MambaNetBurst: Direct Byte-level Network Traffic Classification without Tokenization or Pretraining

    May 11, 2026Gayan K. Kulatilleke, Siamak Layeghy, Mahsa Baktashmotlagh +1Network Intrusion DetectionSequence Modeling

  25. Enhancing Adversarial Robustness in Network Intrusion Detection: A Layer-wise Adaptive Regularization Approach

    May 9, 2026Hira Nasir, Eiman Javed, Balawal Shabir +2Adversarial TrainingNetwork Intrusion Detection

  26. GESR: Graph-Based Edge Semantic Reconstruction for Stealthy Communication Detection with Benign-Only Training

    May 8, 2026Henghui Xu, Yuchen Zhang, Xiaobo MaNetwork Intrusion DetectionReconstruction-Based Anomaly Detection

  27. Hybrid Quantum-Classical GANs for the Generation of Adversarial Network Flows

    May 7, 2026Prateek Paudel, Nitin Jha, Abhishek Parakh +1Adversarial AttacksNetwork Intrusion Detection