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physics.ins-det2024★ 8 cited
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…
physics.ins-det2023★ 2 cited
Denoising diffusion models with geometry adaptation for high fidelity calorimeter simulation
Oz Amram, Kevin Pedro
Simulation is crucial for all aspects of collider data analysis, but the available computing budget in the High Luminosity LHC era will be severely constrained. Generative machine…