Explainable Intrusion Detection Systems (X-IDS): A Survey of Current
Methods, Challenges, and Opportunities

Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities

13 July 2022

William Anderson

Papers citing "Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities"

18 / 18 papers shown

Title
Evaluating Explanation Quality in X-IDS Using Feature Alignment Metrics Mohammed Alquliti Erisa Karafili BooJoong Kang XAI 31 0 0 12 May 2025
Robust Intrusion Detection System with Explainable Artificial Intelligence Betül Güvenç Paltun Ramin Fuladi Rim El Malki AAML 56 0 0 07 Mar 2025
A Comparative Analysis of DNN-based White-Box Explainable AI Methods in Network Security Osvaldo Arreche Mustafa Abdallah AAML 41 1 0 14 Jan 2025
XAI-based Feature Selection for Improved Network Intrusion Detection Systems Osvaldo Arreche Tanish Guntur Mustafa Abdallah AAML 21 0 0 14 Oct 2024
Towards Explainable Network Intrusion Detection using Large Language Models Paul R. B. Houssel Priyanka Singh S. Layeghy Marius Portmann 42 3 0 08 Aug 2024
A Survey on Privacy Attacks Against Digital Twin Systems in AI-Robotics Ivan A. Fernandez Subash Neupane Trisha Chakraborty Shaswata Mitra Sudip Mittal Nisha Pillai Jingdao Chen Shahram Rahimi 52 1 0 27 Jun 2024
X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System Kıymet Kaya Elif Ak Sumeyye Bas B. Canberk Ş. Öğüdücü AAML 34 1 0 01 Feb 2024
Eclectic Rule Extraction for Explainability of Deep Neural Network based Intrusion Detection Systems Jesse Ables Nathaniel Childers William Anderson Sudip Mittal Shahram Rahimi I. Banicescu Maria Seale AAML 15 0 0 18 Jan 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 40 21 0 15 Jan 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 45 3 0 11 Jan 2024
Security Considerations in AI-Robotics: A Survey of Current Methods, Challenges, and Opportunities Subash Neupane Shaswata Mitra Ivan A. Fernandez Swayamjit Saha Sudip Mittal Jingdao Chen Nisha Pillai Shahram Rahimi 24 12 0 12 Oct 2023
XFedHunter: An Explainable Federated Learning Framework for Advanced Persistent Threat Detection in SDN Huynh Thai Thi Ngo Duc Hoang Son Phan The Duy Nghi Hoang Khoa Khoa Ngo-Khanh V. Pham FedML 8 3 0 15 Sep 2023
Impacts and Risk of Generative AI Technology on Cyber Defense Subash Neupane Ivan A. Fernandez Sudip Mittal Shahram Rahimi 21 16 0 22 Jun 2023
Explainable Intrusion Detection Systems Using Competitive Learning Techniques Jesse Ables Thomas Kirby Sudip Mittal I. Banicescu Shahram Rahimi William Anderson Maria Seale 21 1 0 30 Mar 2023
TwinExplainer: Explaining Predictions of an Automotive Digital Twin Subash Neupane Ivan A. Fernandez Wilson Patterson Sudip Mittal M. Parmar Shahram Rahimi 16 7 0 01 Feb 2023
A Temporal Anomaly Detection System for Vehicles utilizing Functional Working Groups and Sensor Channels Subash Neupane Ivan A. Fernandez Wilson Patterson Sudip Mittal Shahram Rahimi 13 5 0 14 Sep 2022
Creating an Explainable Intrusion Detection System Using Self Organizing Maps Jesse Ables Thomas Kirby William Anderson Sudip Mittal Shahram Rahimi I. Banicescu Maria Seale 35 13 0 15 Jul 2022
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,684 0 28 Feb 2017