56 citations · 237 across the 8 of their papers we have counts for
3 papers · 1 filter
Machine learning discovery of new phases in programmable quantum simulator snapshots
Cole Miles, Rhine Samajdar, Sepehr Ebadi +7
Machine learning has recently emerged as a promising approach for studying complex phenomena characterized by rich datasets. In particular, data-centric approaches lend to the poss…
Stochastic Optimal Control of a Sailboat
Cole Miles, Alexander Vladimirsky
In match race sailing, competitors must steer their boats upwind in the presence of unpredictably evolving weather. Combined with the tacking motion necessary to make upwind progre…
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…