2025
- Giulio Mallardi, Fabio Calefato, Filippo Lanubile, Giancarlo Logroscino, and Benedetta Tafuri “Diffusion Models for Neuroimaging Data Augmentation: Assessing Realism and Clinical Relevance.” Journal of Medical Systems. Springer, 2025. (Under Review)
- Giulio Mallardi, Fabio Calefato, Luigi Quaranta, and Filippo Lanubile “Integrating AI into Healthcare Systems: A Multivocal Literature Review.” Smart Health. Elsevier, 2025. (Under Review)
- Fabrizio Rosmarino, Giulio Mallardi, Luigi Quaranta, and Filippo Lanubile “MLOps-Driven Automation of Regulatory Documentation for AI-Based Medical Software.” Proceedings of MLOps25, Workshop on Machine Learning Operations, co-located with the 28th European Conference on Artificial Intelligence (ECAI 2025), Bologna, Italy. CEUR-WS, 2025. (In press)
- Giulio Mallardi, Luigi Quaranta, Fabio Calefato, and Filippo Lanubile “MLOps in the Healthcare Domain: a Systematic Literature Review” Software Engineering and Advanced Applications. SEAA 2025. Lecture Notes in Computer Science, vol 16082. Springer, Cham. https://doi.org/10.1007/978-3-032-04200-2_23
- Giulio Mallardi, Luigi Quaranta, Fabio Calefato, and Filippo Lanubile “Towards Ensuring Responsible AI for Medical Device Certification” Proceedings of 2025 IEEE/ACM International Workshop on Responsible AI Engineering (RAIE) ICSE 2025 https://doi.org/10.1109/RAIE66699.2025.00009
2024
- Giulio Mallardi, Fabio Calefato, Luigi Quaranta, and Filippo Lanubile “An MLOps Approach for Deploying Machine Learning Models in Healthcare Systems” Proceedings of IEEE BIBM 2024 Workshop on Advanced SAI-based applications in healthcare http://doi.org/10.1109/BIBM62325.2024.10822603
- Andrea Basile, Fabio Calefato, Filippo Lanubile, Giancarlo Logroscino, Giulio Mallardi and Benedetta Tafuri “A Preliminary Study on Augmenting Neuroimaging data using a Diffusion Model” Proceedings of the 3rd AIxIA Workshop on Artificial Intelligence for Healthcare co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024) https://ceur-ws.org/Vol-3880/paper24.pdf
- Andrea Basile, Fabio Calefato, Filippo Lanubile, Giulio Mallardi, Luigi Quaranta “An MLOps Solution Framework for Transitioning Machine Learning Models into eHealth Systems” Proceedings of the 4th CINI National Lab AIIS Conference on Artificial Intelligence (Ital-IA 2024) https://ceur-ws.org/Vol-3762/524.pdf