papers
Publications (3)
cond-mat.str-el2019
Unsupervised Learning Eigenstate Phases of Matter
Steven Durr, Sudip Chakravarty
Supervised Learning has been successfully used to produce phase diagrams and identify phase boundaries when local order parameters are unavailable. Here, we apply unsupervised lear…
cond-mat.dis-nn2022
Effective Dynamics of Generative Adversarial Networks
Steven Durr, Youssef Mroueh, Yuhai Tu +1
Generative adversarial networks (GANs) are a class of machine-learning models that use adversarial training to generate new samples with the same (potentially very complex) statist…
cond-mat.str-el2020
Density Wave Mediated Dzyaloshinskii-Moriya Interactions
Ian E. Powell, Steven Durr, Nicholas Rombes +1
We investigate the effect that density wave states have on the localized spins of a square lattice. We find that topologically nontrivial density wave states can induce stable Dzya…