768 citations · 1.5k across the 28 of their papers we have counts for
3 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…
Learning phase transitions by confusion
Evert P. L. van Nieuwenburg, Ye-Hua Liu, Sebastian D. Huber
Classifying phases of matter is a central problem in physics. For quantum mechanical systems, this task can be daunting owing to the exponentially large Hilbert space. Thanks to th…
Single spin probe of Many-Body Localization
Evert P. L. van Nieuwenburg, Sebastian D. Huber, R. Chitra
We use an external spin as a dynamical probe of many body localization. The probe spin is coupled to an interacting and disordered environment described by a Heisenberg spin chain…