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Go with the Flow

Normalizing Flows applications for particle physics

This repository contains the LaTeX source for the PhD thesis written by Marco Bellagente. Some code is available for running the experiments presented in the thesis in the repositories linked below.

Publications in this thesis

How to GAN Away Detector Effects
Marco Bellagente, Anja Butter, Gregor Kasieczka Tilman Plehn and Ramon Winterhalder
Scipost 2019
Paper Code
Invertible Networks or Partons to Detector and Back Again
Marco Bellagente, Anja Butter, Gregor Kasieczka, Tilman Plehn, Ramon Winterhalder, Lynton Ardizzone and Ullrich Koethe
Scipost 2020
Paper Code
Understanding Event-Generation Networks via Uncertainties
Marco Bellagente, Manuel Haussmann, Michel Luchmann and Tilman Plehn
Scipost 2021
Paper Code
Latent Space Refinement for Deep Generative Models
Ramon Winterhalder, Marco Bellagente, and Ben Nachman
Paper Code

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