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20222025
most citedMachine Learning and LHC Event Generation

113 citations · 185 across the 17 of their papers we have counts for

collaborators
Showing 2022Show all

6 papers · 1 filter

hep-ex2022★ 29 cited

Reconstructing particles in jets using set transformer and hypergraph prediction networks

Francesco Armando Di Bello, Etienne Dreyer, Sanmay Ganguly +8

The task of reconstructing particles from low-level detector response data to predict the set of final state particles in collision events represents a set-to-set prediction task r…

hep-ex2022★ 5 cited

Set-Conditional Set Generation for Particle Physics

Francesco Armando Di Bello, Etienne Dreyer, Sanmay Ganguly +6

The simulation of particle physics data is a fundamental but computationally intensive ingredient for physics analysis at the Large Hadron Collider, where observational set-valued…

hep-ph2022

Report of the Topical Group on Physics Beyond the Standard Model at Energy Frontier for Snowmass 2021

Tulika Bose, Antonio Boveia, Caterina Doglioni +318

This is the Snowmass2021 Energy Frontier (EF) Beyond the Standard Model (BSM) report. It combines the EF topical group reports of EF08 (Model-specific explorations), EF09 (More gen…

hep-ph2022★ 4 cited

Summarizing experimental sensitivities of collider experiments to dark matter models and comparison to other experiments

Antonio Boveia, Caterina Doglioni, Boyu Gao +19

Comparisons of the coverage of current and proposed dark matter searches can help us to understand the context in which a discovery of particle dark matter would be made. In some s…

hep-ph2022★ 4 cited

Displaying dark matter constraints from colliders with varying simplified model parameters

Andreas Albert, Antonio Boveia, Oleg Brandt +17

The search for dark matter is one of the main science drivers of the particle and astroparticle physics communities. Determining the nature of dark matter will require a broad appr…

hep-ph2022★ 113 cited

Machine Learning and LHC Event Generation

Anja Butter, Tilman Plehn, Steffen Schumann +48

First-principle simulations are at the heart of the high-energy physics research program. They link the vast data output of multi-purpose detectors with fundamental theory predicti…