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
Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information Joschka Birk E. Buhmann Cedric Ewen Gregor Kasieczka David Shih 75 12 0 30 Nov 2023
CaloFlow for CaloChallenge Dataset 1 Claudius Krause Ian Pang David Shih AI4CE 45 22 0 25 Oct 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 243 30,108 0 01 Mar 2022
CaloFlow II: Even Faster and Still Accurate Generation of Calorimeter Showers with Normalizing Flows Claudius Krause David Shih 62 64 0 21 Oct 2021
Particle Cloud Generation with Message Passing Generative Adversarial Networks Raghav Kansal Javier Mauricio Duarte Haoran Su B. Orzari T. Tomei M. Pierini M. Touranakou J. Vlimant Dimitrios Gunopulos 43 75 0 22 Jun 2021
CaloFlow: Fast and Accurate Generation of Calorimeter Showers with Normalizing Flows Claudius Krause David Shih AI4CE 73 81 0 09 Jun 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 302 6,409 0 26 Nov 2020
Very Deep VAEs Generalize Autoregressive Models and Can Outperform Them on Images R. Child BDL VLM 177 350 0 20 Nov 2020
NVAE: A Deep Hierarchical Variational Autoencoder Arash Vahdat Jan Kautz BDL 67 908 0 08 Jul 2020
Generative Models for Fast Calorimeter Simulation.LHCb case V. Chekalina Elena Orlova Fedor Ratnikov Dmitry Ulyanov Andrey Ustyuzhanin Egor Zakharov AI4CE 46 68 0 04 Dec 2018
Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multi-Layer Calorimeters Michela Paganini Luke de Oliveira Benjamin Nachman AI4CE 50 222 0 05 May 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 384 2,462 0 10 Mar 2017