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Tobias Golling

2 accepted papers

2023

SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics

NeurIPS 2023poster

Deep learning methods have gained popularity in high energy physics for fast modeling of particle showers in detectors. Detailed simulation frameworks such as the gold standard \textsc{Geant4} are computationally intensive, and current deep generative architectures work on discretized, lower resolut…

Cited by 3SourcePDFScholar
2022

Flowification: Everything is a normalizing flow

NeurIPS 2022accept

The two key characteristics of a normalizing flow is that it is invertible (in particular, dimension preserving) and that it monitors the amount by which it changes the likelihood of data points as samples are propagated along the network. Recently, multiple generalizations of normalizing flows have…