Score-based Generative Models for Calorimeter Shower Simulation

17 June 2022

Papers citing "Score-based Generative Models for Calorimeter Shower Simulation"

36 / 36 papers shown

Title
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning Sanghwan Bae Jiwoo Hong Min Young Lee Hanbyul Kim Jeongyeon Nam Donghyun Kwak OffRL LRM 48 3 0 04 Apr 2025
Exploring the Energy Landscape of RBMs: Reciprocal Space Insights into Bosons, Hierarchical Learning and Symmetry Breaking J. Q. Toledo-Marín Anindita Maiti Geoffrey C. Fox R. Melko DRL 44 0 0 27 Mar 2025
Physics-Conditioned Diffusion Models for Lattice Gauge Theory Qianteng Zhu Gert Aarts Wei Wang K. Zhou L. Wang 51 1 0 08 Feb 2025
Extrapolating Jet Radiation with Autoregressive Transformers A. Butter François Charton Javier Marino Villadamigo Ayodele Ore Tilman Plehn Jonas Spinner 73 0 0 16 Dec 2024
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
PIPPIN: Generating variable length full events from partons Guillaume Quétant J. A. Raine Matthew Leigh Debajyoti Sengupta T. Golling 22 3 0 18 Jun 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
Generative Diffusion Models for Fast Simulations of Particle Collisions at CERN Mikołaj Kita Jan Dubiñski Przemysław Rokita Kamil Deja DiffM AI4CE 29 2 0 05 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
Calo-VQ: Vector-Quantized Two-Stage Generative Model in Calorimeter Simulation Qibin Liu Chase Shimmin Xiulong Liu Eli Shlizerman Shu Li Shih-Chieh Hsu DRL MQ 26 7 0 10 May 2024
BUFF: Boosted Decision Tree based Ultra-Fast Flow matching Cheng Jiang Sitian Qian Huilin Qu 27 1 0 28 Apr 2024
Full Event Particle-Level Unfolding with Variable-Length Latent Variational Diffusion Alexander Shmakov Kevin Greif M. Fenton A. Ghosh Pierre Baldi D. Whiteson DiffM 108 9 0 22 Apr 2024
Video as the New Language for Real-World Decision Making Sherry Yang Jacob Walker Jack Parker-Holder Yilun Du Jake Bruce Andre Barreto Pieter Abbeel Dale Schuurmans VGen 24 45 0 27 Feb 2024
Improving new physics searches with diffusion models for event observables and jet constituents Debajyoti Sengupta Matthew Leigh J. A. Raine Samuel Klein T. Golling DiffM 32 15 0 15 Dec 2023
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 27 16 0 15 Dec 2023
DeepTreeGANv2: Iterative Pooling of Point Clouds M. Scham D. Krücker Kerstin Borras 3DPC 13 2 0 24 Nov 2023
Generative Diffusion Models for Lattice Field Theory L. Wang Gert Aarts Kai Zhou DiffM 17 10 0 06 Nov 2023
Diffusion Models as Stochastic Quantization in Lattice Field Theory L. Wang Gert Aarts Kai Zhou DiffM 11 14 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 19 24 0 11 Sep 2023
Calorimeter shower superresolution Ian Pang J. A. Raine David Shih DiffM 13 8 0 22 Aug 2023
Artificial Intelligence for the Electron Ion Collider (AI4EIC) C. Allaire R. Ammendola E. Aschenauer Maximilian Balandat M. Battaglieri ... D. Whiteson M. Williams S. Wu N. Zachariou P. Zurita 17 5 0 17 Jul 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
Comparison of Point Cloud and Image-based Models for Calorimeter Fast Simulation Fernando Torales Acosta Vinicius Mikuni Benjamin Nachman M. Arratia B. Karki R. Milton P. Karande Aaron Angerami DiffM 11 24 0 10 Jul 2023
Differentiable Earth Mover's Distance for Data Compression at the High-Luminosity LHC Rohan Shenoy Javier Mauricio Duarte C. Herwig J. Hirschauer D. Noonan M. Pierini Nhan Tran C. Suarez 20 1 0 07 Jun 2023
High-dimensional and Permutation Invariant Anomaly Detection Vinicius Mikuni Benjamin Nachman DiffM 8 16 0 06 Jun 2023
Inductive Simulation of Calorimeter Showers with Normalizing Flows M. Buckley Claudius Krause Ian Pang David Shih AI4CE 4 22 0 19 May 2023
Generalizing to new geometries with Geometry-Aware Autoregressive Models (GAAMs) for fast calorimeter simulation Junze Liu A. Ghosh Dylan Smith Pierre Baldi D. Whiteson AI4CE 11 9 0 19 May 2023
End-To-End Latent Variational Diffusion Models for Inverse Problems in High Energy Physics Alexander Shmakov Kevin Greif M. Fenton A. Ghosh Pierre Baldi D. Whiteson DiffM 13 36 0 17 May 2023
CaloClouds: Fast Geometry-Independent Highly-Granular Calorimeter Simulation E. Buhmann S. Diefenbacher E. Eren F. Gaede Gregor Kasieczka A. Korol W. Korcari K. Krüger Peter McKeown DiffM 14 45 0 08 May 2023
PC-JeDi: Diffusion for Particle Cloud Generation in High Energy Physics Matthew Leigh Debasish Sengupta Guillaume Quétant J. A. Raine K. Zoch T. Golling DiffM 22 46 0 09 Mar 2023
EPiC-GAN: Equivariant Point Cloud Generation for Particle Jets E. Buhmann Gregor Kasieczka Jesse Thaler 3DPC 14 46 0 17 Jan 2023
Geometry-aware Autoregressive Models for Calorimeter Shower Simulations Junze Liu A. Ghosh Dylan Smith Pierre Baldi D. Whiteson OOD AI4CE 6 5 0 16 Dec 2022
CaloMan: Fast generation of calorimeter showers with density estimation on learned manifolds Jesse C. Cresswell Brendan Leigh Ross G. Loaiza-Ganem H. Reyes-González Marco Letizia Anthony L. Caterini 17 36 0 23 Nov 2022
Evaluating generative models in high energy physics Raghav Kansal Anni Li Javier Mauricio Duarte N. Chernyavskaya M. Pierini B. Orzari T. Tomei MedIm 13 34 0 18 Nov 2022
CaloFlow for CaloChallenge Dataset 1 Claudius Krause Ian Pang David Shih AI4CE 19 21 0 25 Oct 2022
Simulating the Time Projection Chamber responses at the MPD detector using Generative Adversarial Networks A. Maevskiy F. Ratnikov A. Zinchenko V. Riabov 32 12 0 08 Dec 2020