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Volume 6, 2025 / Issue 3

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Table of Contents:

AI-ENABLED CARDIOVASCULAR MODELS TRAINED ON MULTIFIDELITY SIMULATIONS DATA Alessia Chiofalo, L. Careddu, Valentina Ciriello, Daniel M. Tartakovsky

Alessia Chiofalo
University of Bologna

L. Careddu
Pediatric Cardiac Surgery and Adult Congenital Heart Disease Program, Department of Cardio-Thoracic and Vascular Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy

Valentina Ciriello
University of Bologna

Daniel M. Tartakovsky
Department of Energy Science & Engineering, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA

1-17 页数
DOI: 10.1615/JMachLearnModelComput.2025058368

DOMAIN DECOMPOSITION FOR ENHANCEMENT OF REDUCED-ORDER MODELS B. Abylkhani, Dipankar Dwivedi, S. B. Yabusaki, Daniel M. Tartakovsky

B. Abylkhani
Department of Energy Science and Engineering, Stanford University, California, USA

Dipankar Dwivedi
Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

S. B. Yabusaki
Pacific Northwest National Laboratory, Richland, Washington, USA

Daniel M. Tartakovsky
Department of Energy Science & Engineering, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA

19-36 页数
DOI: 10.1615/JMachLearnModelComput.2025059012

CONFORMAL APPROACH TO GAUSSIAN PROCESS SURROGATE EVALUATIONWITH MARGINAL COVERAGE GUARANTEES Edgar Jaber, Vincent Blot, Nicolas J. B. Brunel, Vincent Chabridon, Emmanuel Remy, Bertrand Iooss, Didier Lucor, Mathilde Mougeot, Alessandro Leite

Edgar Jaber
EDF R&D, Centre Borelli, LISN

Vincent Blot
Capgemini Invent, 147 Q. du Pdt. Roosevelt, 92130, Issy-les-Moulineaux, France; Paris-Saclay University, CNRS, Laboratoire Interdisciplinaire des Sciences du Num�rique, 91405, Orsay, France

Nicolas J. B. Brunel
Capgemini Invent, 147 Q. du Pdt. Roosevelt, 92130, Issy-les-Moulineaux, France

Vincent Chabridon
EDF R&D, 6 Q. Watier, 78401, Chatou, France

Emmanuel Remy
EDF R&D, 6 Quai Watier, 78401 Chatou, France

Bertrand Iooss
Institut de Math�matiques de Toulouse, 31062 Toulouse, France; EDF Lab Chatou, 78401 Chatou, France

Didier Lucor
LIMSI, CNRS, Université Paris-Saclay, Campus Universitaire bat 508, Rue John von Neumann, F-91405 Orsay cedex, France

Mathilde Mougeot
Universit� Paris-Saclay, CNRS, ENS Paris-Saclay, Centre Borelli, 91190 Gif-sur-Yvette, France

Alessandro Leite
Paris-Saclay University, CNRS, Laboratoire Interdisciplinaire des Sciences du Num�rique, 91405, Orsay, France; ENSIIE, 1 square de la R�sistance 91000, �vry-Courcouronnes, France

37-68 页数
DOI: 10.1615/JMachLearnModelComput.2025054687

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