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Neural Parameter Regression for Explicit Representations of PDE Solution
  Operators

Neural Parameter Regression for Explicit Representations of PDE Solution Operators

19 March 2024
Konrad Mundinger
Max Zimmer
Sebastian Pokutta
ArXivPDFHTML

Papers citing "Neural Parameter Regression for Explicit Representations of PDE Solution Operators"

6 / 6 papers shown
Title
PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs
PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs
Max Zimmer
Megi Andoni
Christoph Spiegel
Sebastian Pokutta
VLM
52
10
0
23 Dec 2023
Adaptive physics-informed neural operator for coarse-grained
  non-equilibrium flows
Adaptive physics-informed neural operator for coarse-grained non-equilibrium flows
Ivan Zanardi
Simone Venturi
M. Panesi
AI4CE
57
17
0
27 Oct 2022
Generic bounds on the approximation error for physics-informed (and)
  operator learning
Generic bounds on the approximation error for physics-informed (and) operator learning
Tim De Ryck
Siddhartha Mishra
PINN
59
59
0
23 May 2022
Improved architectures and training algorithms for deep operator
  networks
Improved architectures and training algorithms for deep operator networks
Sizhuang He
Hanwen Wang
P. Perdikaris
AI4CE
49
105
0
04 Oct 2021
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable
  domain decomposition approach for solving differential equations
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable domain decomposition approach for solving differential equations
Benjamin Moseley
Andrew Markham
T. Nissen‐Meyer
PINN
45
209
0
16 Jul 2021
Physics-informed neural networks with hard constraints for inverse
  design
Physics-informed neural networks with hard constraints for inverse design
Lu Lu
R. Pestourie
Wenjie Yao
Zhicheng Wang
F. Verdugo
Steven G. Johnson
PINN
39
494
0
09 Feb 2021
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