Cheng-Yang Zhang

$U(1)$ Gauge-Equivariant Representation Learning of Bloch States

Representation learning, or featurization, of mean-field Bloch states provides an important route for incorporating electronic information into machine-learning models of first-principles condensed-phase systems. A challenge in representing Bloch states is the gauge redundancy of each state. In this work, we propose to...