24–28 Jun 2024
Centro Culturale Altinate - San Gaetano - Padova (Italy)
Europe/Rome timezone

Neural Network Learning and Quantum Gravity

25 Jun 2024, 17:00
15m
Aula P3 (Dipartimento di Fisica e Astronomia - Edificio Paolotti)

Aula P3

Dipartimento di Fisica e Astronomia - Edificio Paolotti

Parallel session talk Parallel session

Speaker

Stefano Lanza

Description

The landscape of low-energy effective field theories stemming from string theory is too vast for a systematic exploration. However, the meadows of the string landscape may be fertile ground for the application of machine learning techniques. In this talk, I will illustrate that Quantum Gravity effective field theories are endowed with key statistical learnability properties due to their underlying tame structures. Consequently, several problems therein formulated can be concretely addressed with machine learning techniques, delivering results with sufficiently high accuracy.

Presentation materials