Foto del docente

Federico Magnani

PhD Student

Department of Medical and Surgical Sciences

Research

Keywords: Neural Ordinary Differential Equations Physics-Informed Neural Networks Dynamical Systems Network Science Knowledge Graphs (KG) Representation Learning Computer Vision

Dynamical Systems
Neural ODEs, Physics-Informed Neural Networks applied to pharmacokinetics, population models (SIR-like models, T-CAR therapies).

Network Science
Applied to genomic and proteomic data (hematological malignancies); to shotgun sequences of wastewater samples (bacterial populations); to biomedical Knowledge Graphs (drug-repurposing).

Computer Vision
Applied to the whole slide images of the human liver (host-pathogen interaction); to MRI images.

Algorithmic Compliance
Strategies and guidelines for implementing AI systems compliant by design to the European regulation (e.g. AI Act).

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