Simulating Correlated Electrons with Symmetry-Enforced Normalizing Flows

Schuh, Dominic, Kreit, Janik, Berkowitz, Evan, Funcke, Lena, Luu, Thomas, Nicoli, Kim A., Rodekamp, Marcel

arXiv.org Artificial Intelligence 

One of the most widely used theoretical frameworks for studying such systems is the Hubbard model [2-4], which captures the essential competition between electron kinetic energy and on-site interactions. Over the years, a variety of methods have been developed to analyze the Hubbard model. In the weak interaction regime, perturbative approaches provide valuable insights [5]. However, outside this regime, non-perturbative effects become significant, rendering pertur-bative techniques insufficient. In these regimes, Monte Carlo simulations become an indispensable tool (see, for example, [6-13] and references therein).