380 citations · 724 across the 14 of their papers we have counts for
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hep-ph2022★ 41 cited
Two Invertible Networks for the Matrix Element Method
Anja Butter, Theo Heimel, Till Martini +2
The matrix element method is widely considered the ultimate LHC inference tool for small event numbers. We show how a combination of two conditional generative neural networks enco…
hep-ph2022★ 113 cited
Machine Learning and LHC Event Generation
Anja Butter, Tilman Plehn, Steffen Schumann +48
First-principle simulations are at the heart of the high-energy physics research program. They link the vast data output of multi-purpose detectors with fundamental theory predicti…