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2205.09199
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A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection
18 May 2022
Dominik Kus
Eric Wagner
Jan Pennekamp
Konrad Wolsing
I. Fink
Markus Dahlmanns
Klaus Wehrle
Martin Henze
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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
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