The frontier of simulation-based inference
Cranmer, Kyle, Brehmer, Johann, Louppe, Gilles
Published in Proceedings of the National Academy of Sciences - PNAS (01.12.2020)
Published in Proceedings of the National Academy of Sciences - PNAS (01.12.2020)
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Journal Article
Web Resource
Benchmarking simplified template cross sections in W H production
Brehmer, Johann, Dawson, Sally, Homiller, Samuel, Kling, Felix, Plehn, Tilman
Published in The journal of high energy physics (01.11.2019)
Published in The journal of high energy physics (01.11.2019)
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Journal Article
Back to the formula - LHC edition
Butter, Anja, Plehn, Tilman, Soybelman, Nathalie, Brehmer, Johann
Published in SciPost physics (01.01.2024)
Published in SciPost physics (01.01.2024)
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Journal Article
Constraining effective field theories with machine learning
Brehmer, Johann, Cranmer, Kyle, Espejo, Irina, Held, Alexander, Kling, Felix, Louppe, Gilles, Pavez, Juan
Published in EPJ Web of Conferences (2020)
Published in EPJ Web of Conferences (2020)
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Journal Article
Conference Proceeding
Mining gold from implicit models to improve likelihood-free inference
Brehmer, Johann, Louppe, Gilles, Pavez, Juan, Cranmer, Kyle
Published in Proceedings of the National Academy of Sciences - PNAS (10.03.2020)
Published in Proceedings of the National Academy of Sciences - PNAS (10.03.2020)
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Constraining Effective Field Theories with Machine Learning
Brehmer, Johann, Cranmer, Kyle, Louppe, Gilles, Pavez, Juan
Published in Physical review letters (14.09.2018)
Published in Physical review letters (14.09.2018)
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Journal Article
MadMiner: Machine Learning-Based Inference for Particle Physics
Brehmer, Johann, Kling, Felix, Espejo, Irina, Cranmer, Kyle
Published in Computing and software for big science (01.12.2020)
Published in Computing and software for big science (01.12.2020)
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Journal Article
Mining for Dark Matter Substructure: Inferring Subhalo Population Properties from Strong Lenses with Machine Learning
Brehmer, Johann, Mishra-Sharma, Siddharth, Hermans, Joeri, Louppe, Gilles, Cranmer, Kyle
Published in The Astrophysical journal (20.11.2019)
Published in The Astrophysical journal (20.11.2019)
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Symmetry restored in dibosons at the LHC?
Brehmer, Johann, Hewett, JoAnne, Kopp, Joachim, Rizzo, Thomas, Tattersall, Jamie
Published in The journal of high energy physics (28.10.2015)
Published in The journal of high energy physics (28.10.2015)
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Journal Article
기계 학습 시스템들을 사용하여 네트워크 파라미터 서브공간에서의 인스턴스 적응적 이미지 및 비디오 압축
COHEN TACO SEBASTIAAN, VAN ROZENDAAL TIES JEHAN, BREHMER JOHANN HINRICH, ZHANG YUNFAN
Year of Publication 26.04.2024
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Year of Publication 26.04.2024
Patent
기계 학습 시스템들을 사용한 암시적 이미지 및 비디오 압축
NAGEL MARKUS, COHEN TACO SEBASTIAAN, VAN ROZENDAAL TIES JEHAN, BREHMER JOHANN HINRICH, ZHANG YUNFAN
Year of Publication 29.01.2024
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Year of Publication 29.01.2024
Patent
Probabilistic and Differentiable Wireless Simulation with Geometric Transformers
Hehn, Thomas, Peschl, Markus, Orekondy, Tribhuvanesh, Behboodi, Arash, Brehmer, Johann
Published in arXiv.org (21.06.2024)
Published in arXiv.org (21.06.2024)
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Journal Article
Back to the Formula -- LHC Edition
Butter, Anja, Plehn, Tilman, Soybelman, Nathalie, Brehmer, Johann
Published in arXiv.org (31.01.2023)
Published in arXiv.org (31.01.2023)
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Journal Article
Deconfounding Imitation Learning with Variational Inference
Vuorio, Risto, de Haan, Pim, Brehmer, Johann, Ackermann, Hanno, Dijkman, Daniel, Cohen, Taco
Published in arXiv.org (25.08.2024)
Published in arXiv.org (25.08.2024)
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Journal Article