Deep Learning-Based Anomaly Detection in Cyber-Physical Systems: Progress and Opportunities

30 March 2020

Papers citing "Deep Learning-Based Anomaly Detection in Cyber-Physical Systems: Progress and Opportunities"

31 / 31 papers shown

Title
Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey Qian Xu Lei Zhang Yong-Jin Liu 29 0 0 10 May 2025
Attack and defense techniques in large language models: A survey and new perspectives Zhiyu Liao Kang Chen Yuanguo Lin Kangkang Li Yunxuan Liu Hefeng Chen Xingwang Huang Yuanhui Yu AAML 59 0 0 02 May 2025
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning Jiyu Tian Mingchu Li Liming Chen Zihao Wang AI4TS 21 0 0 06 Apr 2025
A Survey of Anomaly Detection in Cyber-Physical Systems Danial Abshari Meera Sridhar 50 3 0 18 Feb 2025
Multivariate Time Series Anomaly Detection by Capturing Coarse-Grained Intra- and Inter-Variate Dependencies Yongzheng Xie Hongyu Zhang M. Babar AI4TS 36 0 0 22 Jan 2025
Adaptive Anomaly Detection for Identifying Attacks in Cyber-Physical Systems: A Systematic Literature Review Pablo Moriano Steven C. Hespeler Mingyan Li Maria Mahbub AAML 80 0 0 21 Nov 2024
LLM-assisted Physical Invariant Extraction for Cyber-Physical Systems Anomaly Detection Danial Abshari Chenglong Fu Meera Sridhar 49 7 0 17 Nov 2024
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting Sepehr Sharifi Andrea Stocco Lionel C. Briand AI4TS 53 1 0 21 May 2024
AnoGAN for Tabular Data: A Novel Approach to Anomaly Detection Aditya Singh Pavan Reddy 40 1 0 05 May 2024
Explainable Online Unsupervised Anomaly Detection for Cyber-Physical Systems via Causal Discovery from Time Series Daniele Meli AI4TS 38 1 0 15 Apr 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
Attention and Autoencoder Hybrid Model for Unsupervised Online Anomaly Detection Seyed Amirhossein Najafi M. H. Asemani P. Setoodeh 6 3 0 06 Jan 2024
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 18 6 0 29 Nov 2023
KnowSafe: Combined Knowledge and Data Driven Hazard Mitigation in Artificial Pancreas Systems Xugui Zhou Maxfield Kouzel Chloe Smith H. Alemzadeh 32 1 0 13 Nov 2023
SoK: Evaluations in Industrial Intrusion Detection Research Olav Lamberts Konrad Wolsing Eric Wagner Jan Pennekamp Jan Bauer Klaus Wehrle Martin Henze 38 6 0 06 Nov 2023
Digital Twin-based Anomaly Detection with Curriculum Learning in Cyber-physical Systems Geri Skenderi Hang Li T. Yue 42 21 0 27 Sep 2023
Knowledge Distillation-Empowered Digital Twin for Anomaly Detection Qinghua Xu Sajid Ali T. Yue Zaimovic Nedim Inderjeet Singh 17 7 0 08 Sep 2023
ICCPS: Impact discovery using causal inference for cyber attacks in CPSs R. Maiti Sridhar Adepu Emil C. Lupu 26 1 0 26 Jul 2023
Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study Alexander Windmann Henrik S. Steude Oliver Niggemann OOD AI4TS AAML 32 3 0 13 Jun 2023
Anomaly Detection Dataset for Industrial Control Systems Alireza Dehlaghi-Ghadim M. H. Moghadam A. Balador Hans Hansson 37 23 0 11 May 2023
Detecting Anomalies within Smart Buildings using Do-It-Yourself Internet of Things Yasar Majib M. Barhamgi B. Heravi S. Kariyawasam Charith Perera 31 6 0 04 Oct 2022
Security of Machine Learning-Based Anomaly Detection in Cyber Physical Systems Zahra Jadidi S. Pal Nithesh Nayak K A. Selvakkumar C. Chang Maedeh Beheshti A. Jolfaei AAML 19 10 0 12 Jun 2022
A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection Dominik Kus Eric Wagner Jan Pennekamp Konrad Wolsing I. Fink Markus Dahlmanns Klaus Wehrle Martin Henze 29 24 0 18 May 2022
Robustness Testing of Data and Knowledge Driven Anomaly Detection in Cyber-Physical Systems Xugui Zhou Maxfield Kouzel H. Alemzadeh OOD AAML 8 13 0 20 Apr 2022
Testing Deep Learning Models: A First Comparative Study of Multiple Testing Techniques M. K. Ahuja A. Gotlieb Helge Spieker AAML 19 4 0 24 Feb 2022
Machine Learning for Intrusion Detection in Industrial Control Systems: Applications, Challenges, and Recommendations Muhammad Azmi Umer K. N. Junejo Muhammad Taha Jilani A. Mathur AI4CE 27 89 0 24 Feb 2022
Towards fuzzification of adaptation rules in self-adaptive architectures T. Bures P. Hnetynka Martin Kruliš Danylo Khalyeyev Sebastian Hahner Stephan Seifermann Maximilian Walter R. Heinrich AI4CE 6 0 0 17 Dec 2021
A Survey on Proactive Customer Care: Enabling Science and Steps to Realize it Viswanath Ganapathy Sauptik Dhar Olimpiya Saha Pelin Kurt Garberson Javad Heydari Mohak Shah 21 1 0 11 Oct 2021
Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering Cheng Feng Pengwei Tian AI4TS 22 75 0 15 Jun 2021
Adversarial Attacks and Mitigation for Anomaly Detectors of Cyber-Physical Systems Yifan Jia Jingyi Wang Christopher M. Poskitt Sudipta Chattopadhyay Jun Sun Yuqi Chen AAML 23 27 0 22 May 2021
Query-based Targeted Action-Space Adversarial Policies on Deep Reinforcement Learning Agents Xian Yeow Lee Yasaman Esfandiari Kai Liang Tan S. Sarkar AAML 19 32 0 13 Nov 2020