Learning local Hamiltonians from local measurements

We propose an algorithm for learning unknown Hamiltonians with short-range interactions in time and measurements scaling linearly with system size, by learning each local patch independently.

E. Bairey, I. Arad, N. Lindner, Phys. Rev. Lett. 122, 020504 (2019). arXiv:1807.04564

Learning phase transitions from dynamics

We propose using  recurrent neural networks for distinguishing between phases of matter based on their dynamics.

E. van Nieuwenburg, E. Bairey, G. Refael, Phys. Rev. B 98, 060301(R) (2018). arXiv:1712.00450

Driving-induced many-body localization

We show that an AC electric field can cause a weakly disordered system to enter the many-body localized phase.

E. Bairey, G. Refael, N. H. Lindner, Driving-induced many-body localization. Phys. Rev. B 96, 020201(R) (2017). arXiv:1702.06208

High-order species interactions shape ecosystem diversity

We find that when the interactions between pairs of species are modulated by additional species, addition of species can make communities more stable.

E. Bairey, E. D. Kelsic, R. Kishony, Nat. Commun. 7, 12285 (2016)