Matthew Leigh

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 8

Top Topics

Variable Length

Quantile Regression

Diffusion Models

Top Venues

Publications

Lukas Heinrich, Tobias Golling, Michael Kagan, Samuel Klein, Matthew Leigh, Margarita Osadchy, John Andrew Raine
Masked Particle Modeling on Sets: Towards Self-Supervised High Energy Physics Foundation Models. CoRR (2024)
Guillaume Quétant, John Andrew Raine, Matthew Leigh, Debajyoti Sengupta, Tobias Golling
PIPPIN: Generating variable length full events from partons. CoRR (2024)
Matthew Leigh, Debajyoti Sengupta, Guillaume Quétant, John Andrew Raine, Knut Zoch, Tobias Golling
PC-JeDi: Diffusion for Particle Cloud Generation in High Energy Physics. CoRR (2023)
John Andrew Raine, Matthew Leigh, Knut Zoch, Tobias Golling
-Flows: Fast and improved neutrino reconstruction in multi-neutrino final states with conditional normalizing flows. CoRR (2023)
Erik Buhmann, Cedric Ewen, Darius A. Faroughy, Tobias Golling, Gregor Kasieczka, Matthew Leigh, Guillaume Quétant, John Andrew Raine, Debajyoti Sengupta, David Shih
EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion. CoRR (2023)
Debajyoti Sengupta, Matthew Leigh, John Andrew Raine, Samuel Klein, Tobias Golling
Improving new physics searches with diffusion models for event observables and jet constituents. CoRR (2023)
Matthew Leigh, Debajyoti Sengupta, John Andrew Raine, Guillaume Quétant, Tobias Golling
PC-Droid: Faster diffusion and improved quality for particle cloud generation. CoRR (2023)
Matthew Leigh, John Andrew Raine, Knut Zoch, Tobias Golling
ν-Flows: Conditional Neutrino Regression. CoRR (2022)