768 citations · 1.5k across the 28 of their papers we have counts for
4 papers · 1 filter
Learning phase transitions from dynamics
Evert van Nieuwenburg, Eyal Bairey, Gil Refael
We propose the use of recurrent neural networks for classifying phases of matter based on the dynamics of experimentally accessible observables. We demonstrate this approach by tra…
Particle statistics and lossy dynamics of ultracold atoms in optical lattices
Jorge Yago Malo, Evert P. L. van Nieuwenburg, Mark H. Fischer +1
Experimental control over ultracold quantum gases has made it possible to investigate low-dimensional systems of both bosonic and fermionic atoms. In closed 1D systems there are a…
Discriminative Cooperative Networks for Detecting Phase Transitions
Ye-Hua Liu, Evert P. L. van Nieuwenburg
The classification of states of matter and their corresponding phase transitions is a special kind of machine-learning task, where physical data allow for the analysis of new algor…
Sensing Floquet-Majorana fermions via heat transfer
Paolo Molignini, Evert van Nieuwenburg, R. Chitra
Time periodic modulations of the transverse field in the closed XY spin-1/2 chain generate a very rich dynamical phase diagram, with a hierarchy of topological phases characterized…