IRIS-HEP Fellow: Braden Kronheim
Fellowship dates: May – Aug, 2021
Home Institution: Davidson College
Project: CMS Jet Reconstruction with Quantile Neural NetworksThis project seeks to improve upon a previously developed algorithm which uses deep networks to build a set of potential jets from the Particle Flow particles in the CMS detector. Through using a quantile loss function, these networks are trained to predict an output corresponding to a given quantile, allowing full distributions to be predicted. If effective this algorithm will be able to streamline much of the jet reconstruction process through a single process.
More information: My project proposal
Michelle Kuchera (Davidson College)
- 18 Oct 2021 - "Jet Correction and Simulation with Quantile Neural Networks", Braden Kronheim, Recording: Jet Correction and Simulation with Quantile Neural Networks