119 citations · 380 across the 26 of their papers we have counts for
3 papers · 1 filter
Machine learning of Kondo physics using variational autoencoders and symbolic regression
Cole Miles, Matthew R. Carbone, Erica J. Sturm +4
We employ variational autoencoders to extract physical insight from a dataset of one-particle Anderson impurity model spectral functions. Autoencoders are trained to find a low-dim…
Bond-Peierls polaron: Moderate mass enhancement and current-carrying ground state
Matthew R. Carbone, Andrew J. Millis, David R. Reichman +1
We study polarons in the one-dimensional Bond-Peierls electron-phonon model, in which phonons on bonds of a lattice modulate the hopping of electrons between lattice sites, and con…
Numerically Exact Generalized Green's Function Cluster Expansions for Electron-Phonon Problems
Matthew R. Carbone, David R. Reichman, John Sous
We generalize the family of approximate momentum average methods to formulate a numerically exact, convergent hierarchy of equations whose solution provides an efficient algorithm…