Giuseppe Alessio D'Inverno

Giuseppe Alessio D'Inverno is a Postdoctoral Researcher in Numerical Analysis at SISSA (International School for Advanced Studies) in Trieste, Italy, affiliated with the MathLab group under Prof. Gianluigi Rozza. His academic journey includes a PhD in Information Engineering & Science from the University of Siena (2024), where he analyzed Graph Neural Networks' theoretical foundations, and a B.A. in Violin from the Conservatory of Music 'L. Cherubini' in Siena (2015).

• PhD Thesis: Theoretical analysis of Graph Neural Networks, focusing on universal approximation properties and generalization capabilities
• Violin mentor: Luca Rinaldi

His research focuses on the intersection of Deep Learning and Uncertainty Quantification for Scientific Computing, with recent publications addressing theoretical guarantees for Graph Neural Networks and error estimation in stochastic numerical methods. He emphasizes interdisciplinary work that bridges mathematical rigor with practical applications to improve quality of life.

The trends in his research include the application of Deep Learning models to scientific problems, rigorous mathematical analysis of neural architectures, and probabilistic approaches to computational accuracy. His work spans Computer Science, Applied Mathematics, and Statistics, with subfields like Graph Neural Networks, Monte Carlo Methods, and Approximation Theory.

Outside academia, D'Inverno actively performs as a violinist across European orchestras and explores Swiss mountains through hiking. His personal philosophy integrates Christian faith with his professional and artistic pursuits.