2025

Diffusion Models for Neuroimaging Data Augmentation: Assessing Realism and Clinical Relevance
  • Giulio Mallardi, Fabio Calefato, Filippo Lanubile, Giancarlo Logroscino, Benedetta Tafuri
  • Journal of Medical Systems · Springer, 2025
Integrating AI into Healthcare Systems: A Multivocal Literature Review
  • Giulio Mallardi, Fabio Calefato, Luigi Quaranta, Filippo Lanubile
  • Smart Health · Elsevier, 2025
MLOps-Driven Automation of Regulatory Documentation for AI-Based Medical Software
  • Fabrizio Rosmarino, Giulio Mallardi, Luigi Quaranta, Filippo Lanubile
  • MLOps25 @ ECAI 2025 · Bologna, Italy · CEUR-WS, 2025
MLOps in the Healthcare Domain: a Systematic Literature Review
  • Giulio Mallardi, Luigi Quaranta, Fabio Calefato, Filippo Lanubile
  • SEAA 2025 · LNCS vol 16082 · Springer, Cham
Towards Ensuring Responsible AI for Medical Device Certification
  • Giulio Mallardi, Luigi Quaranta, Fabio Calefato, Filippo Lanubile
  • RAIE @ ICSE 2025 · IEEE/ACM

2024

An MLOps Approach for Deploying Machine Learning Models in Healthcare Systems
  • Giulio Mallardi, Fabio Calefato, Luigi Quaranta, Filippo Lanubile
  • IEEE BIBM 2024 · Workshop on Advanced SAI-based applications in healthcare
A Preliminary Study on Augmenting Neuroimaging data using a Diffusion Model
  • Andrea Basile, Fabio Calefato, Filippo Lanubile, Giancarlo Logroscino, Giulio Mallardi, Benedetta Tafuri
  • AIxIA 2024 Workshop on AI for Healthcare · CEUR-WS
An MLOps Solution Framework for Transitioning Machine Learning Models into eHealth Systems
  • Andrea Basile, Fabio Calefato, Filippo Lanubile, Giulio Mallardi, Luigi Quaranta
  • Ital-IA 2024 · 4th CINI National Lab AIIS Conference · CEUR-WS