Calomplification -- The Power of Generative Calorimeter Models
Sebastian Bieringer, Anja Butter, Sascha Diefenbacher, Engin Eren, Frank Gaede, Daniel Hundhausen, Gregor Kasieczka, Benjamin Nachman, Tilman Plehn, Mathias Trabs
Motivated by the high computational costs of classical simulations, machine-learned generative models can be extremely useful in particle physics and elsewhere. They become especially attractive when surrogate models can efficiently learn the underlying distribution, such that a generated sample outperforms a training sample of limited size. This kind of GANplification has been observed for simple Gaussian models. We show the same effect for a physics simulation, specifically photon showers in an electromagnetic calorimeter.
Score-based Generative Models for Calorimeter Shower Simulation
National Energy Research Scientific Computing Center（国家能源研究科学计算中心）；Berkeley Lab（伯克利实验室）；Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室）；Berkeley Institute for Data Science（伯克利数据科学研究所）；University of California, Berkeley（加州大学伯克利分校）
Comparison of Point Cloud and Image-based Models for Calorimeter Fast Simulation
Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室）；National Energy Research Scientific Computing Center（国家能源研究科学计算中心）；Berkeley Institute for Data Science（伯克利数据科学研究所）；University of California, Berkeley（加州大学伯克利分校）；University of California, Riverside（加州大学河滨分校）；Thomas Jefferson National Accelerator Facility（托马斯·杰斐逊国家加速器设施）；Lawrence Livermore National Laboratory（劳伦斯利弗莫尔国家实验室）
CaloScore v2: Single-shot Calorimeter Shower Simulation with Diffusion Models
National Energy Research Scientific Computing Center, Berkeley Lab（国家能源研究科学计算中心，伯克利实验室）；Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室）；Berkeley Institute for Data Science, University of California, Berkeley（加州大学伯克利分校伯克利数据科学研究所）
CaloChallenge 2022: A Community Challenge for Fast Calorimeter Simulation
Institute of High Energy Physics (HEPHY), Austrian Academy of Sciences (OeAW)（高能物理研究所（HEPHY），奥地利科学院）；Department of Microtechnology and Nanoscience（微电子与纳米科学系）；Lawrence Berkeley National Laboratory（伯克利国家实验室）；CERN（欧洲核子研究中心）；NHETC, Department of Physics and Astronomy（NHETC，物理与天文学系）；Fermi National Accelerator Laboratory（费米国家加速器实验室）；III. Physikalisches Institut A, RWTH Aachen University（RWTH亚琛大学第三物理研究所）；Department of Physics and Astronomy, Alma Mater Studiorum - University of Bologna（博洛尼亚大学物理与天文学系）；Weizmann Institute of Science（魏茨曼科学研究所）；IBM Research, India（印度IBM研究院）；University of Washington（华盛顿大学）；IBM T. J. Watson Research Center（IBM T.J. Watson研究中）；California Institute of Technology（加州理工学院）；MaLGa--DIBRIS, University of Genova（热那亚大学MaLGa-DIBRIS）；Tsung-Dao Lee Institute (TDLI), Shanghai Jiao Tong University（李政道研究所（TDLI），上海交通大学）；Key Laboratory for Particle Astrophysics and Cosmology (MOE), Shanghai Key Laboratory for Particle Physics and Cosmology (SKLPPC), Shanghai Jiao Tong University（粒子天体物理与宇宙学重点实验室（MOE），上海粒子物理与宇宙学重点实验室（SKLPPC），上海交通大学）；Institute of Nuclear and Particle Physics, School of Physics and Astronomy, Shanghai Jiao Tong University（核物理与粒子物理研究所，上海交通大学物理与天文学院）；University College London (UCL)（伦敦大学学院（UCL））；Département de Physique Nucléaire et Corpusculaire, University of Geneva（日内瓦大学核物理与粒子物理系）；Department of Physics, University of Genova（热那亚大学物理系）；Yale University（耶鲁大学）
Conditioned quantum-assisted deep generative surrogate for particle-calorimeter interactions
TRIUMF（TRIUMF（加拿大国家粒子加速器中心））；Perimeter Institute for Theoretical Physics（圆周理论物理研究所）；University of British Columbia（不列颠哥伦比亚大学）；National Research Council（加拿大国家研究委员会）；University of Virginia（弗吉尼亚大学）
CaloTrilogy: Toward a Breakthrough in One-Step, End-to-End, Physics-Guided Shower Generation for Modern Calorimeters
School of Physics and Astronomy, University of Edinburgh（爱丁堡大学物理与天文学学院）；Department of Physics, University of Wisconsin-Madison（威斯康星大学麦迪逊分校物理系）；Fermi National Accelerator Laboratory（费米国家加速器实验室）；State Key Laboratory of Dark Matter Physics, Tsung-Dao Lee Institute & School of Physics and Astronomy, Shanghai Jiao Tong University（上海交通大学暗物质物理国家重点实验室、李政道研究所及物理与天文学学院）；Key Laboratory for Particle Astrophysics and Cosmology (MOE) & Shanghai Key Laboratory for Particle Physics and Cosmology, Shanghai Jiao Tong University（教育部粒子天体物理与宇宙学重点实验室及上海粒子物理与宇宙学重点实验室，上海交通大学）
Zephyr quantum-assisted hierarchical Calo4pQVAE for particle-calorimeter interactions
TRIUMF（TRIUMF（加拿大国家粒子加速器中心））；University of British Columbia（不列颠哥伦比亚大学）；Perimeter Institute for Theoretical Physics（圆周理论物理研究所）；University of Waterloo（滑铁卢大学）
A universal vision transformer for fast calorimeter simulations
Centre for Cosmology, Particle Physics（宇宙学、粒子物理与现象学研究中心）；Marietta Blau Institute for Particle Physics (MBI Vienna), Austrian Academy of Sciences (ÖAW), Austria（玛丽埃塔·布劳粒子物理研究所（MBI维也纳），奥地利科学院（ÖAW），奥地利）
