9:00 a.m.
Gianluigi Rozza SISSA
TBA
10:15 a.m.
Giovanni Paolini
Mathematics of Generative AI
Generative AI is transforming the world we live in, but it is a relatively new technology. Mathematics can help us better understand how large language models work, how to improve them, and how to limit their negative effects on society.
10:35 a.m.
Giacomo De Palma
The mathematics of quantum computing
La matematica gioca un ruolo fondamentale nella computazione quantistica. Da una parte, la computazione quantistica promette di accelerare la risoluzione di problemi computazionali in settori della matematica come teoria dei numeri e algebra lineare. Dall’altra, lo sviluppo e l’analisi delle prestazioni degli algoritmi quantistici richiedono strumenti matematici di vari settori, che spaziano dalla teoria dei gruppi alla probabilità e all’analisi funzionale.
10:55 a.m.
Serena Morigi
Deep Learning and Variational Networks for Image Analysis
Variational networks embrace the idea of adopting concepts from numerical optimization to design machine learning methods for computational imaging. This allows to leverage the best of both worlds: the mathematical rigor and interpretability of optimization with the powerful learning capabilities of deep neural networks. It's a really exciting area for developing highly effective and often more robust methods for tasks in signal/image processing.
11:15 a.m.
Federica Gerace
Tools and ideas from mathematical physics to machine learning
The mathematical methods developed over the last forty years in the context of mathematical physics in general and statistical physics in particular for the study of complex systems have proven to be particularly powerful for modeling the large neural networks adopted today in the practice of machine learning, but also for providing practical tools for solving some fundamentalproblems.
11:35 a.m
Daniele Ottaviani CINECA
Quantum computing @ CINECA
11:55 a.m.
Rosilari Bellacosa SynDiag
When math meets medicine: AI-driven insights from ultrasound imaging
12:15 p.m.
Giorgio Ennas BiomEye