Simulation

FastSim on GPUs

Dec 13, 2022 CERN

Generative transformers and how to evaluate them

Nov 21, 2022 CERN

On the Evaluation of Generative Models in HEP

Nov 1, 2022 Rutgers (Virtual)

Discussion on Generative Models

Sep 14, 2022 Galileo Galilei Institute, Florence

Particle Cloud Generation with Message Passing GANs

Sep 9, 2022 Galileo Galilei Institute, Florence

Overview and Outlook: Machine Learning for Simulation

Jul 21, 2022 CERN

Overview and Outlook: Machine Learning for Simulation

Particle Cloud Generation with Message Passing GANs

Jul 17, 2022 UW Seattle

Machine Learning for LHC Simulations

Jul 14, 2022 Fermilab

Machine Learning for LHC Simulations

Particle-based fast jet simulation at the LHC with variational autoencoders

We study how to use deep variational autoencoders (VAEs) for a fast simulation of jets of particles at the Large Hadron Collider. We …

Mary Touranakou, Nadezda Chernyavskaya, Javier Duarte, Dimitrios Gunopulos, Raghav Kansal, Breno Orzari, Maurizio Pierini, Thiago Tomei, Jean-Roch Vlimant

Particle Cloud Generation with Message Passing GANs

There has been significant development recently in generative models for accelerating LHC simulations. Work on simulating jets has …

Apr 10, 2022 New York