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Matthew Leigh
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2020 – today
- 2024
- [i9]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 abs/2401.13537 (2024) - [i8]Guillaume Quétant, John Andrew Raine, Matthew Leigh, Debajyoti Sengupta, Tobias Golling:
PIPPIN: Generating variable length full events from partons. CoRR abs/2406.13074 (2024) - [i7]Matthew Leigh, Samuel Klein, François Charton, Tobias Golling, Lukas Heinrich, Michael Kagan, Inês Ochoa, Margarita Osadchy:
Is Tokenization Needed for Masked Particle Modelling? CoRR abs/2409.12589 (2024) - 2023
- [i6]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 abs/2303.05376 (2023) - [i5]John Andrew Raine, Matthew Leigh, Knut Zoch, Tobias Golling:
ν2-Flows: Fast and improved neutrino reconstruction in multi-neutrino final states with conditional normalizing flows. CoRR abs/2307.02405 (2023) - [i4]Matthew Leigh, Debajyoti Sengupta, John Andrew Raine, Guillaume Quétant, Tobias Golling:
PC-Droid: Faster diffusion and improved quality for particle cloud generation. CoRR abs/2307.06836 (2023) - [i3]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 abs/2310.00049 (2023) - [i2]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 abs/2312.10130 (2023) - 2022
- [i1]Matthew Leigh, John Andrew Raine, Knut Zoch, Tobias Golling:
ν-Flows: Conditional Neutrino Regression. CoRR abs/2207.00664 (2022)
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