A False Sense of Security? Revisiting the State of Machine
Learning-Based Industrial Intrusion Detection

A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection

18 May 2022

Markus Dahlmanns

Papers citing "A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection"

13 / 13 papers shown

Title
Sherlock: A Dataset for Process-aware Intrusion Detection Research on Power Grid Networks Eric Wagner Lennart Bader Konrad Wolsing Martin Serror 21 0 0 08 Apr 2025
Simulation of Multi-Stage Attack and Defense Mechanisms in Smart Grids Ömer Sen Bozhidar Ivanov Christian Kloos Christoph Zol_ Philipp Lutat Martin Henze Andreas Ulbig AI4CE 83 0 0 09 Dec 2024
Beyond Text-to-SQL for IoT Defense: A Comprehensive Framework for Querying and Classifying IoT Threats Ryan Pavlich Nima Ebadi Richard Tarbell Billy Linares Adrian Tan ... Jerris George Rocky Slavin Kim-Kwang Raymond Choo Glenn Dietrich Anthony Rios 30 0 0 25 Jun 2024
Deployment Challenges of Industrial Intrusion Detection Systems Konrad Wolsing Eric Wagner Frederik Basels Patrick Wagner Klaus Wehrle 21 1 0 04 Mar 2024
An Approach to Abstract Multi-stage Cyberattack Data Generation for ML-Based IDS in Smart Grids Ömer Sen Philipp Malskorn Simon Glomb Immanuel Hacker Martin Henze Andreas Ulbig 18 2 0 21 Dec 2023
Benchmark Evaluation of Anomaly-Based Intrusion Detection Systems in the Context of Smart Grids Ömer Sen Simon Glomb Martin Henze Andreas Ulbig 21 1 0 21 Dec 2023
You Cannot Escape Me: Detecting Evasions of SIEM Rules in Enterprise Networks Rafael Uetz Marco Herzog Louis Hackländer Simon Schwarz Martin Henze AAML 22 3 0 16 Nov 2023
SoK: Evaluations in Industrial Intrusion Detection Research Olav Lamberts Konrad Wolsing Eric Wagner Jan Pennekamp Jan Bauer Klaus Wehrle Martin Henze 27 6 0 06 Nov 2023
Critical Infrastructure Security Goes to Space: Leveraging Lessons Learned on the Ground Tim Ellis Briland Hitaj Ulf Lindqvist Deborah Shands L. Tinnel Bruce DeBruhl 16 0 0 26 Sep 2023
Evolving the Digital Industrial Infrastructure for Production: Steps Taken and the Road Ahead Jan Pennekamp Anastasiia Belova T. Bergs M. Bodenbenner Andreas Buhrig-Polaczek ... Maximilian Rudack Robert H. Schmitt U. Vroomen Klaus Wehrle Michael Zeng 22 2 0 17 May 2023
On Specification-based Cyber-Attack Detection in Smart Grids Ömer Sen Maik Lühman Florian Sprünken Immanuel Hacker Andreas Ulbig Michael Andres Martin Henze 22 5 0 09 Sep 2022
IPAL: Breaking up Silos of Protocol-dependent and Domain-specific Industrial Intrusion Detection Systems Konrad Wolsing Eric Wagner Antoine Saillard Martin Henze 21 31 0 05 Nov 2021
Attack Rules: An Adversarial Approach to Generate Attacks for Industrial Control Systems using Machine Learning Muhammad Azmi Umer Chuadhry Mujeeb Ahmed Muhammad Taha Jilani A. Mathur AAML 17 14 0 11 Jul 2021