no code implementations • 22 Apr 2024 • Alexander Shmakov, Kevin Greif, Michael James Fenton, Aishik Ghosh, Pierre Baldi, Daniel Whiteson
The measurements performed by particle physics experiments must account for the imperfect response of the detectors used to observe the interactions.
no code implementations • 19 May 2023 • Junze Liu, Aishik Ghosh, Dylan Smith, Pierre Baldi, Daniel Whiteson
Generation of simulated detector response to collision products is crucial to data analysis in particle physics, but computationally very expensive.
no code implementations • 16 Dec 2022 • Junze Liu, Aishik Ghosh, Dylan Smith, Pierre Baldi, Daniel Whiteson
Calorimeter shower simulations are often the bottleneck in simulation time for particle physics detectors.
no code implementations • 5 Aug 2022 • Thomas Y. Chen, Biprateep Dey, Aishik Ghosh, Michael Kagan, Brian Nord, Nesar Ramachandra
Estimating uncertainty is at the core of performing scientific measurements in HEP: a measurement is not useful without an estimate of its uncertainty.
no code implementations • 16 Sep 2021 • Aishik Ghosh, Benjamin Nachman
A variety of techniques have been proposed to train machine learning classifiers that are independent of a given feature.