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Deep Learning Alternatives of the Kolmogorov Superposition Theorem

Deep Learning Alternatives of the Kolmogorov Superposition Theorem

2 October 2024
Leonardo Ferreira Guilhoto
P. Perdikaris
ArXivPDFHTML

Papers citing "Deep Learning Alternatives of the Kolmogorov Superposition Theorem"

5 / 5 papers shown
Title
MLPs and KANs for data-driven learning in physical problems: A performance comparison
MLPs and KANs for data-driven learning in physical problems: A performance comparison
Raghav Pant
Sikan Li
Xingjian Li
Hassan Iqbal
Krishna Kumar
AI4CE
36
0
0
15 Apr 2025
Geometric Kolmogorov-Arnold Superposition Theorem
Francesco Alesiani
Takashi Maruyama
H. Christiansen
Viktor Zaverkin
48
0
0
23 Feb 2025
Explainable fault and severity classification for rolling element
  bearings using Kolmogorov-Arnold networks
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networks
Spyros Rigas
M. Papachristou
Ioannis Sotiropoulos
Georgios Alexandridis
AI4CE
66
0
0
02 Dec 2024
Variational formulation based on duality to solve partial differential equations: Use of B-splines and machine learning approximants
Variational formulation based on duality to solve partial differential equations: Use of B-splines and machine learning approximants
N. Sukumar
Amit Acharya
76
2
0
02 Dec 2024
A Survey on Kolmogorov-Arnold Network
A Survey on Kolmogorov-Arnold Network
Shriyank Somvanshi
Syed Aaqib Javed
Md Monzurul Islam
Diwas Pandit
Subasish Das
AI4TS
AI4CE
29
18
0
09 Nov 2024
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