Search Results for author: Darius A. Faroughy

Found 2 papers, 1 papers with code

EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion

no code implementations29 Sep 2023 Erik Buhmann, Cedric Ewen, Darius A. Faroughy, Tobias Golling, Gregor Kasieczka, Matthew Leigh, Guillaume Quétant, John Andrew Raine, Debajyoti Sengupta, David Shih

In addition, we introduce \epcfm, the first permutation equivariant continuous normalizing flow (CNF) for particle cloud generation.

Uncovering latent jet substructure

2 code implementations8 Apr 2019 Barry M. Dillon, Darius A. Faroughy, Jernej F. Kamenik

We apply techniques from Bayesian generative statistical modeling to uncover hidden features in jet substructure observables that discriminate between different a priori unknown underlying short distance physical processes in multi-jet events.

High Energy Physics - Phenomenology High Energy Physics - Experiment

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