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hep-ex2023
GNN for Deep Full Event Interpretation and hierarchical reconstruction of heavy-hadron decays in proton-proton collisions
Julián García Pardiñas, Marta Calvi, Jonas Eschle +4
The LHCb experiment at the Large Hadron Collider (LHC) is designed to perform high-precision measurements of heavy-hadron decays, which requires the collection of large data sample…
hep-ex2023
The DL Advocate: Playing the devil's advocate with hidden systematic uncertainties
Andrei Golutvin, Aleksandr Iniukhin, Andrea Mauri +3
We propose a new method based on machine learning to \emph{play the devil's advocate} and investigate the impact of unknown systematic effects in a quantitative way. This method pr…