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ResearchFormerly WizWand

PDE Solving on NLRD 1d+time (test)

0Relative MSEOurs
-0.0302530.174130.3785130.582896Oct 9, 2024
Updated 8mo ago

Evaluation results

MethodLinks
OursTraining Paradigm=Hybrid2024.100
MLP + basisTraining Paradigm=Supervised2024.100
PINOTraining Paradigm=Hybrid2024.100.0001
MLP + basisLearning Paradigm=Supervised2024.100.0003
Neural SolverLearning Paradigm=Neural Solver2024.100.0003
PINOLearning Paradigm=Hybrid2024.100.0004
PI-DeepONetTraining Paradigm=Hybrid2024.100.0788
PI-DeepONetLearning Paradigm=Hybrid2024.100.079
PPINNsLearning Paradigm=Unsupervised2024.100.394
PO-DeepONetLearning Paradigm=Unsupervised2024.100.41
PO-DeepONetTraining Paradigm=Unsupervised2024.100.418
PPINNsTraining Paradigm=Unsupervised2024.100.464
P2INNsLearning Paradigm=Unsupervised2024.100.569
PINNs+L-BFGSLearning Paradigm=Unsupervised2024.100.613
PINNS-multi-optLearning Paradigm=Unsupervised2024.100.757