CMSP Seminar (Joint ICTP/SISSA Statistical Physics): Detection of topological phases of interacting models from single-particle correlation functions via machine learning
Starts 12 Apr 2022 11:00
Ends 12 Apr 2022 12:00
Central European Time
room 128, SISSA (via Bonomea 265) + Zoom
The recent advances in machine learning algorithms have boosted the application of these techniques to the field of condensed matter physics. Here we demonstrate that, if we employ a training set made by single-particle correlation functions of a non-interacting quantum wire,unsupervised and supervised machine learning techniques are able to reconstruct the phase diagram of a related interacting model and identify topological phases with a high degree of accuracy.
ICTP - Strada Costiera, 11
I - 34151 Trieste Italy (+39) 040 2240 111 firstname.lastname@example.org