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Paper Citation Record · LEDGER

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs

As of 8 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2607.15087.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.15087 v1

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measured 76 of 76 reference resolution

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measured 76 of 76 standing notices

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measured 0 of 0 inbound itemization

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76 of 76 outbound references displayed

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Outbound references

Observation 26df4080-25e0-456f-bae3-d599a575be15 · outbound

This paper cites and Bengio, Y., 2016.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Bengio, Y., 2016

Reference 1

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Observation 7cfa7eee-311b-43c9-bb75-1b3dd71aabd5 · outbound

This paper cites and Nasrabadi, N.M., 2006.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Nasrabadi, N.M., 2006

Reference 2

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Observation fece229c-6e8f-413b-90fa-7f3b46160f83 · outbound

This paper cites and Bishop, H., 2023.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Bishop, H., 2023

Reference 3

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This paper cites Neural networks and deep learning (Vol.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Neural networks and deep learning (Vol

Reference 4

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Observation d858a800-aa5d-4ef7-9061-27e95768d842 · outbound

This paper cites Linear algebra and learning from data (Vol.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Linear algebra and learning from data (Vol

Reference 5

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This paper cites Understanding deep learning requires rethinking generalization.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Understanding deep learning requires rethinking generalization

Reference 6

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This paper cites and Kress, R., 1999.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Kress, R., 1999

Reference 7

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Observation 01143897-988e-46e0-b2f1-d4d07276984d · outbound

This paper cites and Silverman, H., 2006.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Silverman, H., 2006

Reference 8

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Observation 42659dc7-9269-42b9-bf37-4db81bd29d3b · outbound

This paper cites and Shanahan, P., 2009.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Shanahan, P., 2009

Reference 9

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This paper cites and Savitha, R., 2013.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Savitha, R., 2013

Reference 10

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This paper cites On Complex Valued Convolutional Neural Networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs On Complex Valued Convolutional Neural Networks

Reference 11

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This paper cites Theory and Implementation of Complex-Valued Neural Networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Theory and Implementation of Complex-Valued Neural Networks

Reference 12

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Observation c28ca833-710c-4cef-a6de-7ac22b8841ff · outbound

This paper cites Complex-valued Neural Networks -- Theory and Analysis.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Complex-valued Neural Networks -- Theory and Analysis

Reference 13

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This paper cites and Gao, S., 2022.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Gao, S., 2022

Reference 14

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This paper cites A Survey of Complex-Valued Neural Networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs A Survey of Complex-Valued Neural Networks

Reference 15

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This paper cites and Pernkopf, F., 2021, May.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Pernkopf, F., 2021, May

Reference 16

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

Reference 17

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This paper cites and Lee, K., 2018, September.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Lee, K., 2018, September

Reference 18

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This paper cites and Weidmann, U., 2014.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Weidmann, U., 2014

Reference 19

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Deep Complex Networks

Reference 20

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Complex-valued neural networks

Reference 21

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Neuronal Synchrony in Complex-Valued Deep Networks

Reference 22

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This paper cites Solving the XOR problem and the detection of symmetry using a single complex-valued neuron.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Solving the XOR problem and the detection of symmetry using a single complex-valued neuron

Reference 23

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This paper cites On the inherent property of the decision boundary in complex-valued neural networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs On the inherent property of the decision boundary in complex-valued neural networks

Reference 24

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This paper cites An analysis of the fundamental structure of complex-valued neurons.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs An analysis of the fundamental structure of complex-valued neurons

Reference 25

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Complex-valued neural networks: Advances and applications [book review]

Reference 26

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This paper cites Appendix a: Wirtinger calculus.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Appendix a: Wirtinger calculus

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This paper cites Zur formalen theorie der funktionen von mehr komplexen veränderlichen.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Zur formalen theorie der funktionen von mehr komplexen veränderlichen

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Hirose, A., 2013

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Murase, K., 2011, November

Reference 30

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This paper cites Comprehensive Survey of Complex-Valued Neural Networks: Insights into Backpropagation and Activation Functions.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Comprehensive Survey of Complex-Valued Neural Networks: Insights into Backpropagation and Activation Functions

Reference 31

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Journal of Computational physics, 378, pp.686-707

Reference 32

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Yang, L., 2021

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Piccialli, F., 2022

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Karniadakis, G.E., 2020

Reference 35

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Wang, J.X., 2020

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Karniadakis, G.E., 2021

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Perdikaris, P., 2020

Reference 39

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

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This paper cites and Perdikaris, P., 2019.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Perdikaris, P., 2019

Reference 41

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This paper cites Journal of computational physics, 394, pp.56-81.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Journal of computational physics, 394, pp.56-81

Reference 42

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This paper cites Journal of Computational Physics, 425, p.109913.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Journal of Computational Physics, 425, p.109913

Reference 43

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This paper cites andE,W., 2018.Solving high-dimensionalpartialdifferential equationsusing deeplearning.Proceedings oftheNational Academy of Sciences, 115(34), pp.8505-8510.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs andE,W., 2018.Solving high-dimensionalpartialdifferential equationsusing deeplearning.Proceedings oftheNational Academy of Sciences, 115(34), pp.8505-8510

Reference 44

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

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This paper cites and Tchelepi, H.A., 2020.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Tchelepi, H.A., 2020

Reference 46

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This paper cites and Mahoney, M.W., 2021.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Mahoney, M.W., 2021

Reference 47

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This paper cites and Perdikaris, P., 2021.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Perdikaris, P., 2021

Reference 48

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Observation 0a39c6bf-3dd0-4021-8ca3-2bcc47f82610 · outbound

This paper cites and Perdikaris, P., 2022.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Perdikaris, P., 2022

Reference 49

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This paper cites and Courville, A., 2019, May.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Courville, A., 2019, May

Reference 50

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Observation 88c58792-5efb-426d-94bb-7159d7d50818 · outbound

This paper cites Towards Understanding the Spectral Bias of Deep Learning.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Towards Understanding the Spectral Bias of Deep Learning

Reference 51

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This paper cites and Ng, R., 2020.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Ng, R., 2020

Reference 52

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Kritchman, S., 2020, November

Reference 53

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This paper cites and Hongler, C., 2018.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Hongler, C., 2018

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This paper cites and Braga-Neto, U.M., 2023.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Braga-Neto, U.M., 2023

Reference 55

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Observation c1d21f51-a52a-4e20-aeac-f1de36753d0d · outbound

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

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This paper cites and Ghosh, S., 2022.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Ghosh, S., 2022

Reference 57

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Observation 2ed15b28-3390-4cd5-ab7d-185c2298bf1f · outbound

This paper cites Journal of Fluids and Structures, 139, p.104421.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Journal of Fluids and Structures, 139, p.104421

Reference 58

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This paper cites PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks

Reference 59

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This paper cites and Liu, L., 2026.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Liu, L., 2026

Reference 60

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Observation 069d20df-c1a3-41a0-abac-a9c0e7593822 · outbound

This paper cites A Simple but Efficient Transformer-Based Physics-Informed Neural Network for Incompressible Navier--Stokes Equations.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs A Simple but Efficient Transformer-Based Physics-Informed Neural Network for Incompressible Navier--Stokes Equations

Reference 61

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Observation cd09f7b5-7a37-4ec7-9934-a3e9399d1f54 · outbound

This paper cites arXiv preprint arXiv:2601.18848.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs arXiv preprint arXiv:2601.18848

Reference 62

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This paper cites and Lu, L., 2023.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Lu, L., 2023

Reference 63

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Observation a8b190b8-d5ac-475a-a1fe-5276d7d7d256 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Adam: A Method for Stochastic Optimization

Reference 64

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This paper cites and Nocedal, J., 1989.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Nocedal, J., 1989

Reference 65

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This paper cites and Xia, Z., 2026.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Xia, Z., 2026

Reference 66

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Observation 43146083-6741-4f3e-800a-d520b40df1ba · outbound

This paper cites and Popa, C.A., 2026.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Popa, C.A., 2026

Reference 67

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Observation 527b3742-e736-4cee-8040-98884bfb8f8f · outbound

This paper cites Physical Review Research, 7(1), p.013164.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Physical Review Research, 7(1), p.013164

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Observation a2e547a1-77e2-4d4c-a95e-0b90121ce280 · outbound

This paper cites IEEE transactions on neural networks, 18(5), pp.1280-1293.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs IEEE transactions on neural networks, 18(5), pp.1280-1293

Reference 69

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Observation a995643d-65c7-41ef-85c4-069183850697 · outbound

This paper cites and Koutsougeras, C., 1992.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Koutsougeras, C., 1992

Reference 70

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Observation c9ae98d3-c5c8-4293-bae1-1857eed5bf54 · outbound

This paper cites Proposal of fully complex-valued neural networks.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Proposal of fully complex-valued neural networks

Reference 71

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Observation 276f7498-6edb-499e-8ec9-4749d8d24cb4 · outbound

This paper cites and Wright, S.J., 2006.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Wright, S.J., 2006

Reference 72

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source=pdf_text observed=2026-08-02T00:14:59.565967Z digest=sha256:e61bb4f9a0a5540c3dc1cdbb1e9fbbcfb23c2f65149723040672383e9c2ee35f

Observation c262b120-05cf-496f-ab57-399e38bd7bab · outbound

This paper cites and Karniadakis, G.E., 2021.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Karniadakis, G.E., 2021

Reference 73

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Observation 27c34cad-367c-4492-a5a2-b1a30f5163c7 · outbound

This paper cites The Korteweg-de Vries equation and water waves.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs The Korteweg-de Vries equation and water waves

Reference 74

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Observation 96d9ae35-dd23-42a0-a852-fa1cd743eaee · outbound

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Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs Unresolved cited work

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Observation 308916e1-4946-4f72-b2f6-791291cbe141 · outbound

This paper cites and Pons, J.A., 2025.

Split Complex-Valued Physics-Informed Neural Networks for Forward and Inverse Nonlinear PDEs and Pons, J.A., 2025

Reference 76

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