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Physics-Informed Neural Networks for Quantum Eigenvalue Problems

Physics-Informed Neural Networks for Quantum Eigenvalue Problems

24 February 2022
Henry Jin
M. Mattheakis
P. Protopapas
ArXivPDFHTML

Papers citing "Physics-Informed Neural Networks for Quantum Eigenvalue Problems"

10 / 10 papers shown
Title
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability
T. S. Farias
Gubio Gomes de Lima
Jonas Maziero
Celso Jorge Villas-Boas
AI4CE
44
0
0
28 Mar 2025
Exact and approximate error bounds for physics-informed neural networks
Exact and approximate error bounds for physics-informed neural networks
Augusto T. Chantada
Pavlos Protopapas
Luca Gomez Bachar
Susana J. Landau
Claudia G. Scóccola
PINN
64
0
0
21 Nov 2024
Sinc Kolmogorov-Arnold Network and Its Applications on Physics-informed
  Neural Networks
Sinc Kolmogorov-Arnold Network and Its Applications on Physics-informed Neural Networks
Tianchi Yu
Jingwei Qiu
Jiang Yang
Ivan Oseledets
40
2
0
05 Oct 2024
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold
  Networks
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold Networks
Spyros Rigas
M. Papachristou
Theofilos Papadopoulos
Fotios Anagnostopoulos
Georgios Alexandridis
AI4CE
34
21
0
24 Jul 2024
Operator SVD with Neural Networks via Nested Low-Rank Approximation
Operator SVD with Neural Networks via Nested Low-Rank Approximation
Jeonghun Ryu
Xiangxiang Xu
H. Erol
Yuheng Bu
Lizhong Zheng
G. Wornell
29
0
0
06 Feb 2024
Robust Physics Informed Neural Networks
Robust Physics Informed Neural Networks
Marcin Lo's
Maciej Paszyñski
PINN
21
0
0
04 Jan 2024
Physics-Informed Neural Networks for Discovering Localised Eigenstates
  in Disordered Media
Physics-Informed Neural Networks for Discovering Localised Eigenstates in Disordered Media
Liam Harcombe
Quanling Deng
29
6
0
11 May 2023
Application of machine learning regression models to inverse eigenvalue
  problems
Application of machine learning regression models to inverse eigenvalue problems
Nikolaos Pallikarakis
Andreas Ntargaras
17
8
0
08 Dec 2022
First principles physics-informed neural network for quantum
  wavefunctions and eigenvalue surfaces
First principles physics-informed neural network for quantum wavefunctions and eigenvalue surfaces
M. Mattheakis
G. R. Schleder
Daniel T. Larson
E. Kaxiras
39
3
0
08 Nov 2022
Neural Networks Based on Power Method and Inverse Power Method for
  Solving Linear Eigenvalue Problems
Neural Networks Based on Power Method and Inverse Power Method for Solving Linear Eigenvalue Problems
Qihong Yang
Yangtao Deng
Yu Yang
Qiaolin He
Shiquan Zhang
24
13
0
22 Sep 2022
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