14–19 Jan 2024
Aspen Center for Physics
US/Mountain timezone

Machine Learning Quantum Integrability

16 Jan 2024, 09:15
45m
Aspen Center for Physics

Aspen Center for Physics

700 Gillespie Ave, Aspen, CO 81611, United States

Speaker

Shailesh Lal

Description

We design and train a novel Siamese Network inspired ensemble of MLPs to directly obtain solutions to the Yang-Baxter equation. Our method exhaustively reproduces the entire classification of known solutions for two dimensional spin chains. We also comment on new solutions in higher dimension which are part of work in progress. The talk is based on arXiv:2304.07247 and on work in progress, with Suvajit Majumder and Evgeny Sobko.

Presentation materials

There are no materials yet.