Extrapolating quantum observables with machine learning: Inferring multiple phase transitions from properties of a single phase

Rodrigo A. Vargas-Hernández, John Sous, Mona Berciu +1

We present a machine-learning method for predicting sharp transitions in a Hamiltonian phase diagram by extrapolating the properties of quantum systems. The method is based on Gaus…