[Theory-seminars] Theory Seminar on Nov. 30, at 1:00PM

[Christos Kallidonis]

Dear all,

Tomorrow we will have a Theory Seminar starting at 1:00PM.

Please see below for the details:

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Bluejeans connection: https://bluejeans.com/801786278
Date and time: Monday November 30th, 1:00 PM EST
Speaker: Gurtej Kanwar (MIT)
Title: Ensemble generation for lattice QFT using machine learning.
Abstract: Monte Carlo sampling is a powerful method to compute observables in quantum field theories regularized on a discrete spacetime lattice (LQFT), which is necessary for example to study the non-perturbative behavior of QCD in the low-energy regime. The cost of drawing independent samples is a major bottleneck in such studies. I discuss our recent work demonstrating that generative machine-learning models can be used to perform Monte Carlo sampling and produce unbiased estimates of observables in LQFT. This work lays out a framework for exactly encoding translational and gauge symmetries in these models, making training practically viable.
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See you all there!

Best regards,
Astrid, Christos, Filippo
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