Implicit quantile networks for emulation in jet physics

The ability to model and sample from conditional densities is important in many physics applications. Implicit quantile networks (IQN) have been successfully applied to this task in domains outside physics. In this work, we illustrate the potential of IQNs as components of emulators using the simula...

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Bibliographic Details
Published in:Machine Learning: Science and Technology
Main Authors: Braden Kronheim, Ali Al Kadhim, Michelle P Kuchera, Harrison B Prosper, Raghuram Ramanujan
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ad9884