James C. Osborn

LeapfrogLayers: A Trainable Framework for Effective Topological Sampling

2021 · arXiv (Cornell University)

We introduce LeapfrogLayers, an invertible neural network architecture that can be trained to efficiently sample the topology of a 2D $U(1)$ lattice gauge theory. We show an improvement in the integrated autocorrelation time of the …