Trustworthy Artificial Intelligence for Cybersecurity Reinforcement and System Resilience

Project Information

AI4CYBER

Grant agreement ID: 101070450

DOI

10.3030/101070450

Project closed

EC signature date 22 June 2022

Start date 1 September 2022

End date 31 August 2025

Funded under

• Civil Security for Society

Total cost

€ 3 998 413,00

EU contribution

€ 3 998 413,00

Coordinated by

FUNDACION TECNALIA RESEARCH & INNOVATION
Spain

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Data Management Plan (1)

Data Management Plan - Initial version

This document details the established procedures and criteria to guarantee ethics and privacy in all project activities and outcomes, as well as the data management strategy of the project.

Other (1)

AI-driven self-testing and automatic error correction for robustness - Initial version

The first version of the description of methodology and prototype implementation for automatic correction of robustness related weaknesses and AI boosted symbolic execution-based vulnerability identification algorithms.

Websites, patent fillings, videos etc. (1)

AI4CYBER Communication Tools

This deliverable will cover the set-up of social media channels, templates, flyers and all communication supporting materials. The initial version of the project website will include at least project objectives and contact details. AI4CYBER website will be set-up by TECNALIA and continuously enhanced by all partners to include public downloadable results and links to related news and initiatives.

Publications

Conference proceedings (18)

Time Series Problems in the Energy Sector

Author(s): Christos Dalamagkas, Angelos Georgakis, Ioannis Papadopoulos, Kostas Hrissagis-Chrysagis, George Papadakis
Published in: 2024 IEEE 40th International Conference on Data Engineering Workshops (ICDEW), 2024, ISSN 2473-3490
Publisher: IEEE
DOI: 10.1109/ICDEW61823.2024.00021

LLMs in Security Testing and Monitoring: An Initial Study

Author(s): Luong Nguyen, Manh-Dung Nguyen, Anh Hao Bui, Ana Rosa Cavalli, Edgardo Montes de Oca
Published in: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00644-8_9

Towards Transparent AI-Powered Cybersecurity in Financial Systems: The Deployment of Federated Learning and Explainable AI in the CaixaBank pilot

Author(s): Aikaterini Karampasi, Panagiotis Radoglou-Grammatikis, Marek Pawlicki, Ryszard Choraś, Ramon Martin de Pozuelo, Panagiotis Sarigiannidis, Damian Puchalski, Aleksandra Pawlicka, Rafał Kozik, Michał Choraś
Published in: 2024 IEEE International Conference on Data Mining Workshops (ICDMW), 2024
Publisher: IEEE
DOI: 10.1109/ICDMW65004.2024.00041

Introducing a Multi-Perspective xAI Tool for Better Model Explainability

Author(s): Marek Pawlicki, Damian Puchalski, Sebastian Szelest, Aleksandra Pawlicka, Rafał Kozik, Michał Choraś
Published in: Proceedings of the 19th International Conference on Availability, Reliability and Security, 2025
Publisher: ACM
DOI: 10.1145/3664476.3670905

Lecture Notes in Computer Science

Author(s): Federica Uccello, Marek Pawlicki, Salvatore D’Antonio, Rafał Kozik, Michał Choraś
Published in: Lecture Notes in Computer Science, Intelligent Information and Database Systems, 2024, ISSN 0302-9743
Publisher: Springer Verlag
DOI: 10.1007/978-981-97-4982-9_6

Actas de las X Jornadas Nacionales de Investigación en Ciberseguridad, JNIC 2025

Published in: 2025
Publisher: Universidad de Zargoza. Servicio de Publicaciones
DOI: 10.26754/UZ.978-84-10169-61-6

Study on Adversarial Attacks Techniques, Learning Methods and Countermeasures - Application to Anomaly Detection.

Author(s): Anis Bouaziz, Manh-Dung Nguyen, Valeria Valdès, Ana Rosa Cavalli and Wissam Mallouli
Published in: ICSOFT 2023 conference, 2023, ISSN 2184-2833
Publisher: SPRINGER
DOI: 10.5220/0012125100003538

Interpreting Intrusions - The Role of Explainability in AI-based Intrusion Detection Systems

Author(s): Marek Pawlicki, Aleksandra Pawlicka, Mścisłaẃ Śrutek, Rafal Kozik, Michal Choraś
Published in: Progress on Pattern Classification, Image Processing and Communications. CORES IP&C 2023, 2023, ISBN 978-3-031-41630-9
Publisher: SPRINGER
DOI: 10.1007/978-3-031-41630-9_5

Explainable Artificial Intelligence 101: Techniques, Applications and Challenges

Author(s): Kurek, W., Pawlicki, M., Pawlicka, A., Kozik, R., Choraś, M
Published in: 19th International Conference on Advanced Intelligent Computing Technology and Applications, 2023, ISBN 978-981-99-4752-2
Publisher: SPRINGER
DOI: 10.1007/978-981-99-4752-2_26

Surrogate-Guided Adversarial Attacks: Enabling White-Box Methods in Black-Box Scenarios

Author(s): Dimitrios Christos Asimopoulos, Panagiotis Radoglou-Grammatikis, Panagiotis Fouliras, Konstandinos Panitsidis, Georgios Efstathopoulos, Thomas Lagkas, Vasileios Argyriou, Igor Kotsiuba, Panagiotis Sarigiannidis
Published in: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Publisher: IEEE
DOI: 10.1109/CSR64739.2025.11130067

Breaching the Defense: Investigating FGSM and CTGAN Adversarial Attacks on IEC 60870-5-104 AI-enabled Intrusion Detection Systems

Author(s): Dimitrios Christos Asimopoulos; Panagiotis Radoglou-Grammatikis; Ioannis Makris; Valeri Mladenov; Konstantinos E. Psannis; Sotirios Goudos; Panagiotis Sarigiannidis
Published in: ARES '23: Proceedings of the 18th International Conference on Availability, Reliability and Security, 2023, ISBN 9798400707728
Publisher: ACM
DOI: 10.1145/3600160.3605163

Communications in Computer and Information Science

Author(s): Federica Uccello, Marek Pawlicki, Aleksandra Pawlicka, Salvatore D’Antonio, Rafał Kozik, Michal Choraś
Published in: Communications in Computer and Information Science, Applied Intelligence, 2025, ISSN 1865-0929
Publisher: Springer Verlag
DOI: 10.1007/978-981-96-1907-8_30

Detection of Physical Adversarial Attacks on Traffic Signs for Autonomous Vehicles

Author(s): Barbara Villarini, Panagiotis Radoglou-Grammatikis, Thomas Lagkas, Panagiotis Sarigiannidis and Vasileios Argyriou
Published in: 2023 IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications Technology (IAICT), 2023, ISSN 2834-8249
Publisher: IEEE
DOI: 10.1109/IAICT59002.2023.10205591

An Intelligent Network Fuzzer for Protocol Testing in Healthcare Systems

Author(s): Manh-Dung Nguyen, Huu Nghia Nguyen, Lethycia Maia de Souza, Stylianos Karagiannis, Ana Rosa Cavalli, Edgardo Montes de Oca
Published in: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00644-8_13

AI4COLLAB: An AI-based Threat Information Sharing Platform

Author(s): Christos Dalamagkas, Dimitrios Asimopoulos, Panagiotis Radoglou-Grammatikis, Nikolaos Maropoulos, Thomas Lagkas, Vasileios Argyriou, Gohar Sargsyan, Panagiotis Sarigiannidis
Published in: 2024 IEEE International Conference on Cyber Security and Resilience (CSR), 2024
Publisher: IEEE
DOI: 10.1109/CSR61664.2024.10679429

AAG: Adversarial Attack Generator for evaluating the robustness of Machine Learning Models against Adversarial Attacks

Author(s): Dimitrios Christos Asimopoulos, Panagiotis Radoglou-Grammatikis, Thomas Lagkas, Vasileios Argyriou, Ioannis Moscholios, Jorgen Cani, Georgios Th. Papadopoulos, Evangelos K. Markakis, Panagiotis Sarigiannidis
Published in: 2024 IEEE International Conference on Big Data (BigData), 2025
Publisher: IEEE
DOI: 10.1109/BIGDATA62323.2024.10826110

Proposition of a Novel Type of Attacks Targetting Explainable AI Algorithms in Cybersecurity

Author(s): Sebastian Szelest, Marek Pawlicki, Aleksandra Pawlicka, Rafał Kozik, Michał Choraś
Published in: Lecture Notes in Computer Science, Computer Security. ESORICS 2024 International Workshops, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-82362-6_18

SHAP Insights into Domain Adaptation in Netflow-Based Network Intrusion Detection Powered by Deep Learning

Author(s): Marek Pawlicki, Sebastian Szelest, Rafal Kozik, Michał Choraś
Published in: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00644-8_18

Peer reviewed articles (13)

IEEE Transactions on Emerging Topics in Computing

Author(s): Pavlos S. Bouzinis; Panagiotis Radoglou-Grammatikis; Ioannis Makris; Thomas Lagkas; Vasileios Argyriou; Georgios Th. Papadopoulos; Panagiotis Sarigiannidis; George K. Karagiannidis
Published in: IEEE Transactions on Network and Service Management, 2025, ISSN 2168-6750
Publisher: IEEE Computer Society
DOI: 10.1109/TNSM.2025.3564387

Federated Learning: Challenges, SoTA, Performance Improvements and Application Domains

Author(s): Ioannis Schoinas; Anna Triantafyllou; Dimosthenis Ioannidis; Dimitrios Tzovaras; Anastasios Drosou; Konstantinos Votis; Thomas Lagkas; Vasileios Argyriou; Panagiotis Sarigiannidis
Published in: IEEE Open Journal of the Communications Society, 2024, ISSN 2644-125X
Publisher: IEEE
DOI: 10.1109/OJCOMS.2024.3458088

Evaluating the necessity of the multiple metrics for assessing explainable AI: A critical examination

Author(s): Marek Pawlicki, Aleksandra Pawlicka, Federica Uccello, Sebastian Szelest, Salvatore D’Antonio, Rafał Kozik, Michał Choraś
Published in: Neurocomputing, Issue 602, 2024, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/J.NEUCOM.2024.128282

Cybersecurity and Medical Imaging: A Simulation-Based Approach to DICOM Communication

Author(s): Stylianos Karagiannis; Emmanouil Magkos; Christoforos Ntantogian; Ricardo Cabecinha; Theofanis Fotis
Published in: MDPI Applied Sciences, 2023, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/APP131810072

IEEE Access

Author(s): Zoltán Ságodi; István Siket; Rudolf Ferenc
Published in: IEEE Access, 2024, ISSN 2169-3536
Publisher: IEEE
DOI: 10.1109/ACCESS.2024.3403858

Cybersecurity and Medical Imaging: A Simulation-Based Approach to DICOM Communication

Author(s): Stylianos Karagiannis, Emmanouil Magkos, Christoforos Ntantogian,Ricardo Cabecinha and Theofanis Fotis
Published in: MDPI Applied sciences, 2023, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/APP131810072

IEEE Transactions on Emerging Topics in Computing

Author(s): Panagiotis Radoglou-Grammatikis; Pavlos S. Bouzinis; Ioannis Makris; Thomas Lagkas; Vasileios Argyriou; Georgios Th. Papadopoulos; Panagiotis Fouliras; George Seritan; Panagiotis Sarigiannidis
Published in: IEEE Transactions on Emerging Topics in Computing, 2025, ISSN 2168-6750
Publisher: IEEE Computer Society
DOI: 10.1109/TETC.2025.3562346

Artificial Intelligence Review

Author(s): Marek Pawlicki; Aleksandra Pawlicka; Rafał Kozik; Michał Choraś
Published in: Artificial Intelligence Review, 2024, ISSN 0269-2821
Publisher: Kluwer Academic Publishers
DOI: 10.1007/S10462-024-10972-3

Reinforcement Learning in action: Powering intelligent intrusion responses to advanced cyber threats in realistic scenarios

Author(s): Eider Iturbe, Angel Rego, Oscar Llorente-Vazquez, Erkuden Rios, Christos Dalamagkas, Dimitris Merkouris, Nerea Toledo
Published in: Expert Systems with Applications, Issue 296, 2025, ISSN 0957-4174
Publisher: Elsevier BV
DOI: 10.1016/J.ESWA.2025.129168

IEEE Access

Author(s): Marek Pawlicki
Published in: IEEE Access, 2024, ISSN 2169-3536
Publisher: IEEE
DOI: 10.1109/ACCESS.2024.3454084

A comprehensive survey of Federated Intrusion Detection Systems: Techniques, challenges and solutions

Author(s): Ioannis Makris, Aikaterini Karampasi, Panagiotis Radoglou-Grammatikis, Nikolaos Episkopos, Eider Iturbe, Erkuden Rios, Nikos Piperigkos, Aris Lalos, Christos Xenakis, Thomas Lagkas, Vasileios Argyriou, Panagiotis Sarigiannidis
Published in: Computer Science Review, 2024, ISSN 1574-0137
Publisher: Elsevier BV
DOI: 10.1016/J.COSREV.2024.100717

Enhancing Accountability, Resilience, and Privacy of Intelligent Networks With XAI

Author(s): Thulitha Senevirathna, Chamara Sandeepa, Bartlomiej Siniarski, Manh-Dung Nguyen, Samuel Marchal, Michell Boerger, Madhusanka Liyanage, Shen Wang
Published in: IEEE Open Journal of the Communications Society, Issue 6, 2025, ISSN 2644-125X
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/OJCOMS.2025.3608784

Neurocomputing

Author(s): Rafał Kozik; Gracjan Kątek; Marta Gackowska; Sebastian Kula; Joanna Komorniczak; Paweł Ksieniewicz; Aleksandra Pawlicka; Marek Pawlicki; Michał Choraś
Published in: Neurocomputing, 2024, ISSN 0925-2312
Publisher: Elsevier
DOI: 10.1016/J.NEUCOM.2024.128450