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ramonpeter authored Oct 25, 2023
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# HEPML Papers
% September 15, 2023
@article{Ermann:2023unw,
author = "Ermann, Christian and Baker, Stephen and Anber, Mohamed M.",
title = "{Breaking Free with AI: The Deconfinement Transition}",
eprint = "2309.07225",
archivePrefix = "arXiv",
primaryClass = "hep-th",
month = "9",
year = "2023"
}

% September 14, 2023
@article{FaucciGiannelli:2023fow,
author = "Faucci Giannelli, Michele and Zhang, Rui",
title = "{CaloShowerGAN, a Generative Adversarial Networks model for fast calorimeter shower simulation}",
eprint = "2309.06515",
archivePrefix = "arXiv",
primaryClass = "physics.ins-det",
month = "9",
year = "2023"
}

@article{Rusack:2023pob,
author = "Rusack, Roger and Joshi, Bhargav and Alpana, Alpana and Sharma, Seema and Vadnais, Thomas",
title = "{Electron Energy Regression in the CMS High-Granularity Calorimeter Prototype}",
eprint = "2309.06582",
archivePrefix = "arXiv",
primaryClass = "hep-ex",
month = "9",
year = "2023"
}

@article{Golling:2023mqx,
author = "Golling, Tobias and Klein, Samuel and Mastandrea, Radha and Nachman, Benjamin and Raine, John Andrew",
title = "{Flows for Flows: Morphing one Dataset into another with Maximum Likelihood Estimation}",
eprint = "2309.06472",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
month = "9",
year = "2023"
}

% September 13, 2023
@article{Buhmann:2023kdg,
author = {Buhmann, Erik and Gaede, Frank and Kasieczka, Gregor and Korol, Anatolii and Korcari, William and Kr\"uger, Katja and McKeown, Peter},
title = "{CaloClouds II: Ultra-Fast Geometry-Independent Highly-Granular Calorimeter Simulation}",
eprint = "2309.05704",
archivePrefix = "arXiv",
primaryClass = "physics.ins-det",
reportNumber = "DESY-23-130",
month = "9",
year = "2023"
}

@article{Seong:2023njx,
author = "Seong, Rak-Kyeong",
title = "{Unsupervised Machine Learning Techniques for Exploring Tropical Coamoeba, Brane Tilings and Seiberg Duality}",
eprint = "2309.05702",
archivePrefix = "arXiv",
primaryClass = "hep-th",
reportNumber = "UNIST-MTH-23-RS-04",
month = "9",
year = "2023"
}

@article{Kashiwa:2023dfx,
author = "Kashiwa, Kouji and Namekawa, Yusuke and Ohnishi, Akira and Takase, Hayato",
title = "{Application of the path optimization method to a discrete spin system}",
eprint = "2309.06018",
archivePrefix = "arXiv",
primaryClass = "hep-lat",
month = "9",
year = "2023"
}

@article{Badea:2023jdb,
author = "Badea, Anthony and Montejo Berlingen, Javier",
title = "{A data-driven and model-agnostic approach to solving combinatorial assignment problems in searches for new physics}",
eprint = "2309.05728",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
month = "9",
year = "2023"
}

% September 11, 2023
@article{Arganda:2023qni,
author = "Arganda, Ernesto and D\'\i{}az, Daniel A. and Perez, Andres D. and Sand\'a Seoane, Rosa M. and Szynkman, Alejandro",
title = "{LHC Study of Third-Generation Scalar Leptoquarks with Machine-Learned Likelihoods}",
eprint = "2309.05407",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
reportNumber = "IFT-UAM/CSIC-23-110",
month = "9",
year = "2023"
}

% September 07, 2023
@article{Bedaque:2023udu,
author = "Bedaque, Paulo F. and Kumar, Hersh and Sheng, Andy",
title = "{Neural Network Solutions of Bosonic Quantum Systems in One Dimension}",
eprint = "2309.02352",
archivePrefix = "arXiv",
primaryClass = "nucl-th",
month = "9",
year = "2023"
}

% September 06, 2023
@article{Hunt-Smith:2023ccp,
author = "Hunt-Smith, N. T. and Melnitchouk, W. and Ringer, F. and Sato, N. and Thomas, A. W. and White, M. J.",
title = "{Accelerating Markov Chain Monte Carlo sampling with diffusion models}",
eprint = "2309.01454",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
month = "9",
year = "2023"
}

@article{Sahu:2023uwb,
author = "Sahu, Rameswar and Ghosh, Kirtiman",
title = "{ML-Based Top Taggers: Performance, Uncertainty and Impact of Tower \& Tracker Data Integration}",
eprint = "2309.01568",
archivePrefix = "arXiv",
primaryClass = "hep-ph",
month = "9",
year = "2023"
}

% September 04, 2023
@inproceedings{Detmold:2023kjm,
author = "Detmold, William and Kanwar, Gurtej and Lin, Yin and Shanahan, Phiala E. and Wagman, Michael L.",
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