49 citations · 271 across the 22 of their papers we have counts for
Showing cond-mat.str-elShow all
3 papers · 1 filter
cond-mat.str-el2021★ 34 cited
Role of stochastic noise and generalization error in the time propagation of neural-network quantum states
Damian Hofmann, Giammarco Fabiani, Johan H. Mentink +2
Neural-network quantum states (NQS) have been shown to be a suitable variational ansatz to simulate out-of-equilibrium dynamics in two-dimensional systems using time-dependent vari…
cond-mat.str-el2019★ 2 cited
Ultrafast dynamics of entanglement in Heisenberg antiferromagnets
G. Fabiani, J. H. Mentink
We investigate entanglement dynamics in the antiferromagnetic Heisenberg model in two dimensions following a spatially anisotropic quench of the exchange interactions. Opposed to e…
cond-mat.str-el2019★ 45 cited
Investigating ultrafast quantum magnetism with machine learning
G. Fabiani, J. H. Mentink
We investigate the efficiency of the recently proposed Restricted Boltzmann Machine (RBM) representation of quantum many-body states to study both the static properties and quantum…