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Physics ∩ ML Seminar
Towards Flow-based MCMC for Lattice Gauge Theory with Fermions
Date: Wednesday, August 25th
Time: 11:00 am
Place: Online Seminar: Please sign up for our mailing list at www.physicsmeetsml.org for zoom link
Speaker: Danilo Rezende, Deepmind
Abstract: In this talk, we’ll review some of the recent developments in Gauge equivariant normalizing flows and discuss their application to sampling field configurations in a lattice. We’ll start by looking at flows for scalar fields and their extension to include fermions in the Yukawa model; we’ll then move on to our work on sampling pure Gauge fields for U(N) and SU(N) Gauge theories. Finally, we’ll discuss how we could extend the pure-Gauge flows to include fermions in the Schwinger model.
Host: Gary Shiu
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