5 citations · 5 across the 1 of their papers we have counts for
3 papers
cond-mat.stat-mech2024
Nucleation transitions in polycontextural networks toward consensus
Johannes Falk, Edwin Eichler, Katja Windt +1
Recently, we proposed polycontextural networks as a model of evolving systems of interacting beliefs. Here, we present an analysis of the phase transition as well as the scaling pr…
cs.LG2023
Transfer learning for atomistic simulations using GNNs and kernel mean embeddings
John Falk, Luigi Bonati, Pietro Novelli +2
Interatomic potentials learned using machine learning methods have been successfully applied to atomistic simulations. However, accurate models require large training datasets, whi…
physics.soc-ph2022★ 5 cited
Collective patterns and stable misunderstandings in networks striving for consensus without a common value system
Johannes Falk, Edwin Eichler, Katja Windt +1
Collective phenomena in systems of interacting agents have helped us understand diverse social, ecological and biological observations. The corresponding explanations are challenge…