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Neural Galerkin Schemes with Active Learning for High-Dimensional
  Evolution Equations

Neural Galerkin Schemes with Active Learning for High-Dimensional Evolution Equations

2 March 2022
Joan Bruna
Benjamin Peherstorfer
Eric Vanden-Eijnden
ArXivPDFHTML

Papers citing "Neural Galerkin Schemes with Active Learning for High-Dimensional Evolution Equations"

5 / 5 papers shown
Title
Active Learning for Neural PDE Solvers
Active Learning for Neural PDE Solvers
Daniel Musekamp
Marimuthu Kalimuthu
David Holzmüller
Makoto Takamoto
Carlos Fernandez
AI4CE
41
4
0
02 Aug 2024
Sequential-in-time training of nonlinear parametrizations for solving
  time-dependent partial differential equations
Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations
Huan Zhang
Yifan Chen
Eric Vanden-Eijnden
Benjamin Peherstorfer
34
2
0
01 Apr 2024
Approximation of Solution Operators for High-dimensional PDEs
Approximation of Solution Operators for High-dimensional PDEs
Nathan Gaby
Xiaojing Ye
14
0
0
18 Jan 2024
Deep Stochastic Mechanics
Deep Stochastic Mechanics
Elena Orlova
Aleksei Ustimenko
Ruoxi Jiang
Peter Y. Lu
Rebecca Willett
DiffM
39
0
0
31 May 2023
A Stable and Scalable Method for Solving Initial Value PDEs with Neural
  Networks
A Stable and Scalable Method for Solving Initial Value PDEs with Neural Networks
Marc Finzi
Andres Potapczynski
M. Choptuik
A. Wilson
13
12
0
28 Apr 2023
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