Explainable Intrusion Detection

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14 papers0 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Beyond Detection Accuracy: Measuring Explanation Cost, Stability, and Utility for Resource-Aware IoT Intrusion Detection

    Aug 11, 2026Abdurrahman TolaySHAP Feature AttributionIoT Intrusion Detection

    Independent Researcher, Istanbul, Türkiye

  2. Explainable Hybrid Feature Selection for Intrusion Detection in Internet of Medical Things Environments

    Aug 1, 2026Amira Berrezzek, Hayet Djellali, Giulio Mallardi +1IoT Intrusion DetectionNetwork Intrusion Detection

    Computer Science Dept. Badji Mokhtar University Annaba, Algeria · Computer Science Dept. University of Bari Bari, Italy

  3. Forensic-Oriented Intrusion Detection Using Synthetic Network Traffic Data and Explainable Artificial Intelligence

    Jul 1, 2026Jose Luis Vela Alonso, Carmen PellicerSynthetic Data GenerationNetwork Intrusion Detection

    CESTE, University Center, Zaragoza, Spain

  4. Multi-Level Distributional Entropy for Explainable Network Intrusion Detection

    Jun 29, 2026Mohamed Aly Bouke, Md Shohel Sayeed, Swee-Huay Heng +2Distribution ShiftNetwork Intrusion Detection

    Centre for Intelligent Cloud Computing, CoE for Advanced Cloud, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, 75450, Melaka, Malaysia · Department of Communication Technology and Networking, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang 43400, Malaysia · Laboratory of Computational Science and Mathematical Physics, Institute for Mathematical Research, Universiti Putra Malaysia, Serdang, Malaysia

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

    May 21, 2026Saif Alzubi, Frederic StahlNetwork Intrusion DetectionExplainable Intrusion Detection

    Department of Computer Science, University of Exeter, Exeter, UK · German Research Center for Artificial Intelligence GmbH (DFKI), Marine Perception, Marie-Curie-Straße 1, 26129 Oldenburg, Germany

  6. 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

    University of Piraeus Athens, Greece · Dept. of Informatics University of Piraeus Piraeus, Greece

  7. Robust and Explainable Divide-and-Conquer Learning for Intrusion Detection

    May 3, 2026Yan Zhou, Kevin Hamlen, Michael De Lucia +5Explainable Artificial IntelligenceNetwork Intrusion Detection

    University of Texas at Dallas, Richardson, TX · DEVCOM, Army Research Laboratory, Adelphi, MD · Department of Computer Science, Virginia Tech, Blacksburg, VA +1

  8. SDNGuardStack: An Explainable Ensemble Learning Framework for High-Accuracy Intrusion Detection in Software-Defined Networks

    Apr 22, 2026Ashikuzzaman, Md. Saifuzzaman Abhi, Mahabubur Rahman +3Ensemble LearningNetwork Intrusion Detection

    Dept. of CSE University of Barishal Barishal, Bangladesh · Dept. of CSE University of Scholars Dhaka, Bangladesh

  9. Enhancing Anomaly-Based Intrusion Detection Systems with Process Mining

    Apr 20, 2026Francesco Vitale, Francesco Grimaldi, Massimiliano Rak +1Process MiningNetwork Intrusion Detection

    DIETI University of Naples Federico II Naples, Italy

  10. MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

    Apr 7, 2026Md Shamimul Islam, Luis G. Jaimes, Ayesha S. DinaExplainable Intrusion DetectionIoT Intrusion Detection

    Department of Computer Science, Florida Polytechnic University, Lakeland, Florida

  11. Attribution-Driven Explainable Intrusion Detection with Encoder-Based Large Language Models

    Apr 7, 2026Umesh Biswas, Shafqat Hasan, Syed Mohammed Farhan +2Explainable Intrusion DetectionLLMs for Cybersecurity

    Computer Science & Engineering, Mississippi State University

  12. A Tsetlin Machine-driven Intrusion Detection System for Next-Generation IoMT Security

    Apr 3, 2026Rahul Jaiswal, Per-Arne Andersen, Linga Reddy Cenkeramaddi +2Explainable Intrusion DetectionIoT Intrusion Detection

    The Centre for Artificial Intelligence Research (CAIR), Department of ICT, University of Agder, Norway

  13. Explainable Threat Attribution for IoT Networks Using Conditional SHAP and Flow Behavior Modelling

    Mar 24, 2026Samuel Ozechi, Jennifer OkonkwoabutuExplainable Intrusion DetectionIoT Intrusion Detection

    University of East London, United Kingdom · ECE Ecole D’Ingenieur, France

  14. ThreatFormer-IDS: Robust Transformer Intrusion Detection with Zero-Day Generalization and Explainable Attribution

    Feb 26, 2026Srikumar NayakExplainable Intrusion DetectionIoT Intrusion Detection

    Incedo Inc, USA