15 citations · 47 across the 9 of their papers we have counts for
3 papers · 1 filter
Towards Learning Self-Organized Criticality of Rydberg Atoms using Graph Neural Networks
Simon Ohler, Daniel Brady, Winfried Lötzsch +2
Self-Organized Criticality (SOC) is a ubiquitous dynamical phenomenon believed to be responsible for the emergence of universal scale-invariant behavior in many, seemingly unrelate…
Learning the Solution Operator of Boundary Value Problems using Graph Neural Networks
Winfried Lötzsch, Simon Ohler, Johannes S. Otterbach
As an alternative to classical numerical solvers for partial differential equations (PDEs) subject to boundary value constraints, there has been a surge of interest in investigatin…
Quantum spin liquids of Rydberg excitations in a honeycomb lattice induced by density-dependent Peierls phases
Simon Ohler, Maximilian Kiefer-Emmanouilidis, Michael Fleischhauer
We show that the nonlinear transport of bosonic excitations in a two-dimensional honeycomb lattice of spin-orbit coupled Rydberg atoms gives rise to disordered quantum phases which…