September 27, 2021 to October 1, 2021
ECT* - Trento
Europe/Rome timezone

Critical temperature from unsupervised deep learning autoencoders

Sep 28, 2021, 10:50 AM
50m
Aula Renzo Leonardi (ECT* - Trento)

Aula Renzo Leonardi

ECT* - Trento

Strada delle Tabarelle, 286 38123 - Villazzano (TN) Italy

Speaker

Dr Srijit Paul (Johannes Gutenberg University Mainz)

Description

We discuss deep learning autoencoders for the unsupervised recognition of phase transitions in physical systems formulated on a lattice. We elaborate on the applicability and limitations of this deep learning model in terms of extracting the relevant physics. The results are shown in context of 2D, 3D and 4D Ising, phi^4 and XY models.

Presentation materials