Equivariant and Physics-Informed ML

Particle Cloud Generation with Message Passing GANs
Jul 17, 2022 UW Seattle
Project
Machine Learning for LHC Simulations
Jul 14, 2022 Fermilab
Project Slides Video
Machine Learning for LHC Simulations
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
Project
Particle Cloud Generation with Message Passing GANs
In high energy physics (HEP), jets are collections of correlated particles produced ubiquitously in particle collisions such as those …
Dec 3, 2021 NeurIPS 21 (Virtual)
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Particle Cloud Generation with Message Passing GANs
Particle Cloud Generation with Message Passing Generative Adversarial Networks
Introduces the message-passing generative adversarial (MPGAN) model and JetNet dataset. We found the physics-informed MPGAN model outperformed all existing point-cloud GANs in simulating high momentum jets.
Raghav Kansal, Javier Duarte, Hao Su, Breno Orzari, Thiago Tomei, Maurizio Pierini, Mary Touranakou, Jean-Roch Vlimant, Dimitrios Gunopulos
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Particle Cloud Generation with Message Passing Generative Adversarial Networks
Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance
Autoencoders have useful applications in high energy physics in anomaly detection, particularly for jets - collimated showers of …
Steven Tsan, Raghav Kansal, Anthony Aportela, Daniel Diaz, Javier Duarte, Sukanya Krishna, Farouk Mokhtar, Jean-Roch Vlimant, Maurizio Pierini
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Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance
Particle Cloud Generation with Message Passing GANs
Nov 28, 2021 South Korea (Virtual)
Project Poster
Particle Cloud Generation with Message Passing GANs
Particle Cloud Generation with Message Passing GANs
Nov 8, 2021 CERN (Virtual)
Project Slides
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 …
Oct 11, 2021 University of Washington (Virtual)
Project Slides
Particle Cloud Generation with Message Passing GANs
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 …
Jul 7, 2021 University of Heidelberg (Virtual)
Project Slides Video