A COMPREHENSIVE TRUSTWORTHY FRAMEWORK FOR CONNECTED MACHINE LEARNING AND SECURE INTERCONNECTED AI SOLUTIONS

Project Information

CoEvolution

Grant agreement ID: 101168560

DOI

10.3030/101168560

EC signature date 6 July 2024

Start date 1 November 2024

End date 31 October 2027

Funded under

• Civil Security for Society

Total cost

€ 5 999 688,75

EU contribution

€ 5 999 688,75

Coordinated by

EREVNITIKO PANEPISTIMIAKO INSTITOUTO SYSTIMATON EPIKOINONION KAI YPOLOGISTON
Greece

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 .

Publications

Conference proceedings (15)

Online Curvature-Aware Replay: Leveraging 2nd Order Information for Online Continual Learning

Author(s): Urettini, Edoardo and Carta, Antonio
Published in: Proceedings of the 42nd International Conference on Machine Learning, 2025, ISSN 2640-3498
Publisher: PMLR

A Comparative Study of Federated Learning Aggregation Strategies under Homogeneous and Heterogeneous Data Distributions

Author(s): Antonios Makris, Christos Dousis, Emmanouil Kritharakis, Stavros Bouras, Konstantinos Tserpes
Published in: 8th International Workshop on Intelligent Systems for the Internet of Things, 2026
Publisher: arxiv/ IEEE Explore
DOI: 10.48550/ARXIV.2605.11010

Efficient Model-Based Purification Against Adversarial Attacks for LiDAR Segmentation

Author(s): Alexandros Gkillas, Ioulia Kapsali, Nikos Piperigkos, Aris S. Lalos
Published in: 2025 IEEE International Conference on Image Processing, 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2508.19290

Less is more? an ablation study on AutoAttack for adversarial robustness evaluation

Author(s): Luca Melis, Luca Scionis, Fabio Brau, Maura Pintor, Battista Biggio
Published in: 2025 International Conference on Machine Learning and Cybernetics (ICMLC), 2025
Publisher: IEEE
DOI: 10.1109/ICMLC66258.2025.11280165

CoEvolution: A Comprehensive Trustworthy Framework For Connected Machine Learning And Secure Interconnected AI Solutions

Author(s): Antonios Makris, Apostolos Fournaris, Anita Aghaie, Ioannis Arakas, Anna Maria Anaxagorou, Ioannis Arapakis, Davide Bacciu, Battista Biggio, Georgios Bouloukakis, Stavros Bouras, Arne Bröring, Antonio Carta, Marco Caselli, Olympia Giannakopoulou, Nikolaos Gkatzios, Alexandros Gkillas, Evangelos Haleplidis, Sotiris Ioannidis, Eleni-Maria Kalogeraki, Panagiotis Karantzias, Emmanouil Kritharakis, Aris Lalos, David Lenk, Stella Markopoulou, Entrit Metai, Andreas Miaoudakis, Haralambos Mouratidis, Jihane Najar, Theodor Panagiotakopoulos, Bernhard Peischl, Maura Pintor, Nikos Piperigkos, Vassilis Prevelakis, Carlos Segura, Georgios Spanoudakis, Orestis Tsirakis, Omar Veledar, Konstantinos Tserpes
Published in: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Publisher: IEEE
DOI: 10.1109/CSR64739.2025.11130091

Improving UWB Multipath Error Correction inTDoA Systems Using TWR-Derived Models

Author(s): Phuong Duong, Broering Arne
Published in: 15th International Conference on Indoor Positioning and Indoor Navigation, 2025
Publisher: IEEE Explore
DOI: 10.1109/IPIN66788.2025.11212961

Robustifying 3D Perception via Least-Squares Graphs for Multi-Agent Object Tracking

Author(s): Maria Damanaki, Ioulia Kapsali, Nikos Piperigkos, Alexandros Gkillas, Aris S. Lalos
Published in: 51st Annual Conference of the IEEE Industrial Electronics Society
Publisher: IEEE
DOI: 10.48550/ARXIV.2507.04762

Benchmarking ensemble-based black-box transfer attacks

Author(s): Fabio Brau, Maura Pintor, Antonio Emanuele Cinà, Luca Scionis, Luca Oneto, Fabio Roli, Battista Biggio
Published in: NEURIPS - 39th Neural Information Processing Systems, 2025
Publisher: NEURIPS

Enabling Adversarial Robustness in AI Models through Kubeflow MLOps

Author(s): Stavros Bouras, Ioannis Korontanis, Antonios Makris, Konstantinos Tserpes
Published in: 1st Workshop on Secure and Intelligent Data Spaces (SIDS 2026), 2026
Publisher: IEEE
DOI: 10.48550/ARXIV.2605.15249

Replay-free Online Continual Learning with Self-Supervised MultiPatches

Author(s): Giacomo Cignoni, Andrea Cossu, Alexandra Gomez-Villa, Joost van de Weijer, Antonio Carta
Published in: 2025
Publisher: arXiv
DOI: 10.48550/ARXIV.2502.09140

SOM Directions Are Better than One: Multi-Directional Refusal Suppression in Language Models

Author(s): Giorgio Piras, Raffaele Mura, Fabio Brau, Luca Oneto, Fabio Roli, Battista Biggio
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 40, 2026, ISSN 2374-3468
Publisher: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V40I39.40551

A Comparative Analysis of Active Learning Strategies for Android Malware Detection

Author(s): Cristian Manca, Luca Minnei, Maura Pintor, Fabio Brau, Battista Biggio
Published in: International Conference on Machine Learning and Cybernetics, ICMLC 2025, Bali, Indonesia 12-15 July 2025, 2025
Publisher: IEEE
DOI: 10.1109/ICMLC66258.2025.11280195

FedGreed: A Byzantine-Robust Loss-Based Aggregation Method for Federated Learning

Author(s): Emmanouil Kritharakis, Antonios Makris, Dusan Jakovetic, Konstantinos Tserpes
Published in: 2025 3rd International Conference on Federated Learning Technologies and Applications (FLTA), 2025
Publisher: IEEE
DOI: 10.1109/FLTA67013.2025.11336535

Robust Federated Learning under Adversarial Attacks via Loss-Based Client Clustering

Author(s): Emmanouil Kritharakis, Antonios Makris, Dusan Jakovetic, Konstantinos Tserpes
Published in: WAFL Workshop @ ECML-PKDD 2025, 2025
Publisher: Springer

CLA: Latent Alignment for Online Continual Self-Supervised Learning

Author(s): Giacomo Cignoni, Andrea Cossu, Alexandra Gomez-Villa, Joost van de Weijer, Antonio Carta
Published in: Proceedings of The 4th Conference on Lifelong Learning Agents, 2025, ISSN 2640-3498
Publisher: PMLR
DOI: 10.48550/ARXIV.2507.10434

Peer reviewed articles (4)

On the robustness of adversarial training against uncertainty attacks

Author(s): Emanuele Ledda, Giovanni Scodeller, Daniele Angioni, Giorgio Piras, Antonio Emanuele Cinà, Giorgio Fumera, Battista Biggio, Fabio Roli
Published in: Pattern Recognition, Issue 172, 2026, ISSN 0031-3203
Publisher: Elsevier BV
DOI: 10.1016/J.PATCOG.2025.112519

Diffusion Models for Tabular Data Imputation and Synthetic Data Generation

Author(s): Mario Villaizán-Vallelado, Matteo Salvatori, Carlos Segura, Ioannis Arapakis
Published in: ACM Transactions on Knowledge Discovery from Data, 2025, ISSN 1556-4681
Publisher: ACM
DOI: 10.1145/374243

Pattern Recognition

Author(s): Srishti Gupta , Daniele Angioni, Maura Pintor, Ambra Demontis, Lea Schönherr, Fabio Roli, Battista Biggio
Published in: Pattern Recognition, 2026, ISSN 0031-3203
Publisher: Pergamon Press
DOI: 10.1016/J.PATCOG.2025.112441

Conditional Diffusion Models: A Survey of Techniques, Applications, and Challenges

Author(s): Theodor Panagiotakopoulos, Sotiris Kotsiantis, Alexandros Gkillas, Aris S. Lalos
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: IEEE
DOI: 10.1109/ACCESS.2025.3625094