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Volume 7, 2026 / Issue 3

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Table of Contents:

REGULARIZED RANDOM FOURIER FEATURES AND FINITE ELEMENT RECONSTRUCTION FOR OPERATOR LEARNING IN SOBOLEV SPACE Xinyue Yu, Hayden Schaeffer

Xinyue Yu
UCLA

Hayden Schaeffer
Department of Mathematics, University of California, Los Angeles, California 90095, USA

1-47 pages
DOI: 10.1615/JMachLearnModelComput.2026063451

DIAGNOSING THE CONDITIONAL-MEAN BARRIER IN SCIENTIFIC MACHINE-LEARNING SURROGATES Junfeng Chen

Junfeng Chen
The Hong Kong University of Science and Technology

49-74 pages
DOI: 10.1615/JMachLearnModelComput.2026065274

EXTRAPOLATING RADIATIVE SHOCK SIMULATIONS WITH PHYSICS-INFORMED NEURAL NETWORKS Gonzague Radureau, Claire Michaut, Andrew I. Comport

Gonzague Radureau
Université Côte d’Azur, Observatoire de la Côte d’Azur, CNRS, Laboratoire Lagrange, France

Claire Michaut
Université Côte d’Azur, Observatoire de la Côte d’Azur, CNRS, Laboratoire Lagrange, France

Andrew I. Comport
Laboratoire I3S, Université Côte d’Azur, CNRS, France

75-106 pages
DOI: 10.1615/JMachLearnModelComput.2026064191

LAAFD: LLM-BASED AGENTS FOR ACCELERATED FPGA DESIGN Maxim Moraru, Kamalavasan Kamalakkannan, Jered Dominguez-Trujillo, Patrick Diehl, Atanu Barai, Julien Loiseau, Zachary Kent Baker, Howard Pritchard, Galen M. Shipman

Maxim Moraru
Los Alamos National Laboratory, Los Alamos, NM, 87544, USA

Kamalavasan Kamalakkannan
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Jered Dominguez-Trujillo
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Patrick Diehl
Los Alamos National Laboratory, Los Alamos, NM, 87544, USA

Atanu Barai
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Julien Loiseau
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Zachary Kent Baker
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Howard Pritchard
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

Galen M. Shipman
Los Alamos National Laboratory, Los Alamos, New Mexico, USA

107-131 pages
DOI: 10.1615/JMachLearnModelComput.2026064494

CONDITIONAL NORMALIZING FLOWS FOR FORWARD AND BACKWARD JOINT STATE AND PARAMETER ESTIMATION L.S. Lagunowich, G.G. Tong, Daniele E. Schiavazzi

L.S. Lagunowich
Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA

G.G. Tong
Department of Pediatrics, Stanford University, Stanford, CA, 94305, USA

Daniele E. Schiavazzi
Department of Applied and Computational Mathematics and Statistics, University of Notre Dame, Notre Dame, Indiana 46556, USA

133-158 pages
DOI: 10.1615/JMachLearnModelComput.2026063312

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