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PDE Solving on Helmholtz equation

0.006Relative L2 Error

AEH-PINN

Updated 4d ago

Evaluation Results

Method	Links
AEH-PINN 2025.12		0.006
DBAW-PIKAN 2025.12		0.0417
AAPINN 2025.12		0.0454
SelectNet 2025.12		0.0497
PIKAN 2025.12		0.132
SAPINN 2025.12		0.166
DCGD+LRA 2024.09		0.23
DCGD 2024.09		0.29
RAD 2025.12		0.306
DCGD+NTK 2024.09		0.57
LRA 2024.09		0.66
DBAW-PINN 2025.12		1.08
PCGrad 2024.09		1.09
CL-Reg 2025.12		1.47
PINN 2025.12		1.82
MultiAdam 2024.09		2.11
NTK 2024.09		3.58
Adam 2024.09		6.09
CAGrad 2024.09		7.35
DCGD 2024.09		7.74
LRA 2024.09		8.31
DCGD+LRA 2024.09		10.45
PCGrad 2024.09		25.32
DCGD+NTK 2024.09		35.25
NTK 2024.09		40.37
CAGrad 2024.09		58.54
Adam 2024.09		61.09
Aligned-MTL 2024.09		65.7
MGDA 2024.09		75.9
MultiAdam 2024.09		78.09
Aligned-MTL 2024.09		91.38
MGDA 2024.09		98.83