Trustworthy Artificial Intelligence for Cybersecurity Reinforcement and System Resilience

Informacje na temat projektu

AI4CYBER

Identyfikator umowy o grant: 101070450

DOI

10.3030/101070450

Projekt został zamknięty

Data podpisania przez KE 22 Czerwca 2022

Data rozpoczęcia 1 Września 2022

Data zakończenia 31 Sierpnia 2025

Finansowanie w ramach

• Civil Security for Society

Koszt całkowity

€ 3 998 413,00

Wkład UE

€ 3 998 413,00

Koordynowany przez

FUNDACION TECNALIA RESEARCH & INNOVATION
Spain

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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.

Publikacje

Conference proceedings (18)

Time Series Problems in the Energy Sector

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

LLMs in Security Testing and Monitoring: An Initial Study

Autorzy: Luong Nguyen, Manh-Dung Nguyen, Anh Hao Bui, Ana Rosa Cavalli, Edgardo Montes de Oca
Opublikowane w: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Wydawca: 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

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

Introducing a Multi-Perspective xAI Tool for Better Model Explainability

Autorzy: Marek Pawlicki, Damian Puchalski, Sebastian Szelest, Aleksandra Pawlicka, Rafał Kozik, Michał Choraś
Opublikowane w: Proceedings of the 19th International Conference on Availability, Reliability and Security, 2025
Wydawca: ACM
DOI: 10.1145/3664476.3670905

Lecture Notes in Computer Science

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

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

Opublikowane w: 2025
Wydawca: 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.

Autorzy: Anis Bouaziz, Manh-Dung Nguyen, Valeria Valdès, Ana Rosa Cavalli and Wissam Mallouli
Opublikowane w: ICSOFT 2023 conference, 2023, ISSN 2184-2833
Wydawca: SPRINGER
DOI: 10.5220/0012125100003538

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

Autorzy: Marek Pawlicki, Aleksandra Pawlicka, Mścisłaẃ Śrutek, Rafal Kozik, Michal Choraś
Opublikowane w: Progress on Pattern Classification, Image Processing and Communications. CORES IP&C 2023, 2023, ISBN 978-3-031-41630-9
Wydawca: SPRINGER
DOI: 10.1007/978-3-031-41630-9_5

Explainable Artificial Intelligence 101: Techniques, Applications and Challenges

Autorzy: Kurek, W., Pawlicki, M., Pawlicka, A., Kozik, R., Choraś, M
Opublikowane w: 19th International Conference on Advanced Intelligent Computing Technology and Applications, 2023, ISBN 978-981-99-4752-2
Wydawca: SPRINGER
DOI: 10.1007/978-981-99-4752-2_26

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

Autorzy: Dimitrios Christos Asimopoulos, Panagiotis Radoglou-Grammatikis, Panagiotis Fouliras, Konstandinos Panitsidis, Georgios Efstathopoulos, Thomas Lagkas, Vasileios Argyriou, Igor Kotsiuba, Panagiotis Sarigiannidis
Opublikowane w: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Wydawca: 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

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

Communications in Computer and Information Science

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

Detection of Physical Adversarial Attacks on Traffic Signs for Autonomous Vehicles

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

An Intelligent Network Fuzzer for Protocol Testing in Healthcare Systems

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

AI4COLLAB: An AI-based Threat Information Sharing Platform

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

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

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

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

Autorzy: Sebastian Szelest, Marek Pawlicki, Aleksandra Pawlicka, Rafał Kozik, Michał Choraś
Opublikowane w: Lecture Notes in Computer Science, Computer Security. ESORICS 2024 International Workshops, 2025
Wydawca: 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

Autorzy: Marek Pawlicki, Sebastian Szelest, Rafal Kozik, Michał Choraś
Opublikowane w: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00644-8_18

Peer reviewed articles (13)

IEEE Transactions on Emerging Topics in Computing

Autorzy: Pavlos S. Bouzinis; Panagiotis Radoglou-Grammatikis; Ioannis Makris; Thomas Lagkas; Vasileios Argyriou; Georgios Th. Papadopoulos; Panagiotis Sarigiannidis; George K. Karagiannidis
Opublikowane w: IEEE Transactions on Network and Service Management, 2025, ISSN 2168-6750
Wydawca: IEEE Computer Society
DOI: 10.1109/TNSM.2025.3564387

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

Autorzy: Ioannis Schoinas; Anna Triantafyllou; Dimosthenis Ioannidis; Dimitrios Tzovaras; Anastasios Drosou; Konstantinos Votis; Thomas Lagkas; Vasileios Argyriou; Panagiotis Sarigiannidis
Opublikowane w: IEEE Open Journal of the Communications Society, 2024, ISSN 2644-125X
Wydawca: IEEE
DOI: 10.1109/OJCOMS.2024.3458088

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

Autorzy: Marek Pawlicki, Aleksandra Pawlicka, Federica Uccello, Sebastian Szelest, Salvatore D’Antonio, Rafał Kozik, Michał Choraś
Opublikowane w: Neurocomputing, Numer 602, 2024, ISSN 0925-2312
Wydawca: Elsevier BV
DOI: 10.1016/J.NEUCOM.2024.128282

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

Autorzy: Stylianos Karagiannis; Emmanouil Magkos; Christoforos Ntantogian; Ricardo Cabecinha; Theofanis Fotis
Opublikowane w: MDPI Applied Sciences, 2023, ISSN 2076-3417
Wydawca: MDPI
DOI: 10.3390/APP131810072

IEEE Access

Autorzy: Zoltán Ságodi; István Siket; Rudolf Ferenc
Opublikowane w: IEEE Access, 2024, ISSN 2169-3536
Wydawca: IEEE
DOI: 10.1109/ACCESS.2024.3403858

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

Autorzy: Stylianos Karagiannis, Emmanouil Magkos, Christoforos Ntantogian,Ricardo Cabecinha and Theofanis Fotis
Opublikowane w: MDPI Applied sciences, 2023, ISSN 2076-3417
Wydawca: MDPI
DOI: 10.3390/APP131810072

IEEE Transactions on Emerging Topics in Computing

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

Artificial Intelligence Review

Autorzy: Marek Pawlicki; Aleksandra Pawlicka; Rafał Kozik; Michał Choraś
Opublikowane w: Artificial Intelligence Review, 2024, ISSN 0269-2821
Wydawca: 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

Autorzy: Eider Iturbe, Angel Rego, Oscar Llorente-Vazquez, Erkuden Rios, Christos Dalamagkas, Dimitris Merkouris, Nerea Toledo
Opublikowane w: Expert Systems with Applications, Numer 296, 2025, ISSN 0957-4174
Wydawca: Elsevier BV
DOI: 10.1016/J.ESWA.2025.129168

IEEE Access

Autorzy: Marek Pawlicki
Opublikowane w: IEEE Access, 2024, ISSN 2169-3536
Wydawca: IEEE
DOI: 10.1109/ACCESS.2024.3454084

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

Autorzy: 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
Opublikowane w: Computer Science Review, 2024, ISSN 1574-0137
Wydawca: Elsevier BV
DOI: 10.1016/J.COSREV.2024.100717

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

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

Neurocomputing

Autorzy: Rafał Kozik; Gracjan Kątek; Marta Gackowska; Sebastian Kula; Joanna Komorniczak; Paweł Ksieniewicz; Aleksandra Pawlicka; Marek Pawlicki; Michał Choraś
Opublikowane w: Neurocomputing, 2024, ISSN 0925-2312
Wydawca: Elsevier
DOI: 10.1016/J.NEUCOM.2024.128450