I’m a Postdoctoral Researcher in Learning Theory at the Laboratoire de Mathematiques d’Orsay (Université Paris-Saclay), working with Prof. Claire Boyer.

Previously, I’ve been a postdoctoral researcher in Numerical Analysis at SISSA, Trieste, in the Mathlab group guided by Prof. Gianluigi Rozza. I got my PhD in Information Engineering & Science at University of Siena in April 2024, under the supervision of Maria Lucia Sampoli, Franco Scarselli and Monica Bianchini.

I’m also a musician, I got my B.A. in Violin in November 2015 under the mentoring of Luca Rinaldi. I currently play with several orchestras around the Europe.

My research interests span from theoretical foundations of Deep Learning to Scientific Computing.

Upcoming events

• [September 14-18, 2026] We’re organizing the 6th Young Applied Mathematics Conference in Turin this year! More info on the YAMC website
• [July 13-17, 2026] I will attend the LogML Summer School @Imperial College of London as a mentor! Check out the project proposal on the LogML website

Latest news

• [June 05, 2026] I gave the talk “Sparse polynomial approximation for surrogate modeling on networks” for the Northernmost GraphML group @ UiT- The Arctic University of Norway! [LinkedIn post]

Recent publications

For the full list of publications, please visit this link

• G. A. D'Inverno, K. Ajavon, S. Brugiapaglia (2026). Surrogate models for Diffusion on Graphs via Sparse Polynomials. Journal of Scientific Computing, 108, 36. [Paper][Code].
• L. Chiantini, G. A. D'Inverno, S. Marziali (2026). Product Of Tensors and Description of Networks. Advances in Applied Mathematics, 180, 103117. [Paper][Code].
• G. A. D'Inverno, Z. Hu, L. Davy, M. Unser, G. Rozza, J. Dong (2026). Revisiting Deep Information Propagation: Fractal Frontier and Finite-size Effects. Neural Networks, 202, 109013. [Paper][Code].

About me

I am a Christian, all my lifestyle is based on my faith. I enjoy playing a lot of instruments besides the violin: viola, piano, electric bass, guitar, ukulele, and last but not least, the mandolin. I really enjoy hiking; as a matter of fact, in love with the Swiss mountains!

Contact info

You can send me an email at: giuseppe [dash] alessio [dot] dinverno [at] universite [dash] paris [dash] saclay [dot] fr