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Zapraszamy na seminarium 28.11.2023

Dear All,


We have the pleasure of inviting you to the Particle Theory Seminar on Tuesday, November 28  at 12:15, which will be given by


Pan Kessel (Genentech Roche)




„Generative Model for Sampling in Theoretical Physics".




An important problem that arises throughout theoretical physics is the following: given an unnormalized distribution (or energy), we want to sample from this distribution. Various Monte-Carlo algorithms exist to facilitate sampling with asymptotic guarantees. However, they can suffer from slow mixing and large autocorrelation. In this talk, I will give a brief introduction to deep generative models and discuss why they have the potential to considerably speed up such sampling problems. I will also discuss the open challenges with this approach. I will mainly focus on lattice field theory applications for illustration.


The speaker will be on-line, local participants are invited to meet in the seminar room D-2-02.