6 papers
ColliderML: The First Release of an OpenDataDetector High-Luminosity Physics Benchmark Dataset
DoÄa Elitez, Paul Gessinger, Daniel Murnane +5
We introduce ColliderML - a large, open, experiment-agnostic dataset of fully simulated and digitised proton-proton collisions in High-Luminosity Large Hadron Collider conditions (…
CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation
Claudius Krause, Michele Faucci Giannelli, Gregor Kasieczka +66
We present the results of the "Fast Calorimeter Simulation Challenge 2022" - the CaloChallenge. We study state-of-the-art generative models on four calorimeter shower datasets of i…
LEMURS dataset: Large-scale multi-detector ElectroMagnetic Universal Representation of Showers
Peter McKeown, Piyush Raikwar, Anna Zaborowska
We present LEMURS: an extensive dataset of simulated calorimeter showers designed to support the development and benchmarking of fast simulation methods in high-energy physics, mos…
step2point dataset: Detailed shower simulation for data representation studies
Anna Zaborowska, Peter McKeown
This dataset contains a detailed simulation output that allows the construction and study of different data representations for electromagnetic and hadronic showers in calorimeters…
A Generalisable Generative Model for Multi-Detector Calorimeter Simulation
Piyush Raikwar, Anna Zaborowska, Peter McKeown +3
Collider experiments, such as those at the Large Hadron Collider, use the Geant4 toolkit to simulate particle-detector interactions with high accuracy. However, these experiments i…
The Critical Importance of Software for HEP
HEP Software Foundation, :, Christina Agapopoulou +24
Particle physics has an ambitious and broad global experimental programme for the coming decades. Large investments in building new facilities are already underway or under conside…