Comparison of Point Cloud and Image-based Models for Calorimeter Fast
Simulation

Comparison of Point Cloud and Image-based Models for Calorimeter Fast Simulation

10 July 2023

Fernando Torales Acosta

Vinicius Mikuni

Benjamin Nachman

Papers citing "Comparison of Point Cloud and Image-based Models for Calorimeter Fast Simulation"

12 / 12 papers shown

Title
Variational inference for pile-up removal at hadron colliders with diffusion models M. Algren C. Pollard J. A. Raine T. Golling 19 0 0 29 Oct 2024
A Comprehensive Evaluation of Generative Models in Calorimeter Shower Simulation Farzana Yasmin Ahmad Vanamala Venkataswamy Geoffrey Fox DiffM 22 5 0 08 Jun 2024
Convolutional L2LFlows: Generating Accurate Showers in Highly Granular Calorimeters Using Convolutional Normalizing Flows Thorsten Buss F. Gaede Gregor Kasieczka Claudius Krause David Shih AI4CE 28 6 0 30 May 2024
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 30 16 0 15 Dec 2023
Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information Joschka Birk E. Buhmann Cedric Ewen Gregor Kasieczka David Shih 30 12 0 30 Nov 2023
The Optimal use of Segmentation for Sampling Calorimeters Fernando Torales Acosta Bishnu Karki P. Karande Aaron Angerami M. Arratia K. Barish R. Milton Sebastián Morán Benjamin Nachman Anshuman Sinha 16 5 0 02 Oct 2023
EPiC-ly Fast Particle Cloud Generation with Flow-Matching and Diffusion E. Buhmann Cedric Ewen D. Faroughy T. Golling Gregor Kasieczka Matthew Leigh Guillaume Quétant J. A. Raine Debajyoti Sengupta David Shih DiffM 36 27 0 29 Sep 2023
CaloClouds II: Ultra-Fast Geometry-Independent Highly-Granular Calorimeter Simulation E. Buhmann F. Gaede Gregor Kasieczka A. Korol W. Korcari K. Krüger Peter McKeown DiffM 22 24 0 11 Sep 2023
Calorimeter shower superresolution Ian Pang J. A. Raine David Shih DiffM 15 8 0 22 Aug 2023
PC-Droid: Faster diffusion and improved quality for particle cloud generation Matthew Leigh Debasish Sengupta J. A. Raine Guillaume Quétant T. Golling DiffM 31 14 0 13 Jul 2023
Score-based Generative Models for Calorimeter Shower Simulation Vinicius Mikuni Benjamin Nachman DiffM 27 75 0 17 Jun 2022
CaloFlow II: Even Faster and Still Accurate Generation of Calorimeter Showers with Normalizing Flows Claudius Krause David Shih 29 64 0 21 Oct 2021