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ResearchFormerly WizWand

PDE Solving on Reaction PDE Gaussian distribution N(pi, (pi/2)^2) initial condition (general cases)

0.0025Abs. Err.Hyper-LR-PINN
-0.0162560.1103470.236950.363553Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Hyper-LR-PINNTraining Regime=Meta-learning2023.100.00250.0045
MAMLTraining Regime=Meta-learning2023.100.00290.0057
ReptileTraining Regime=Meta-learning2023.100.00330.0064
PINN-PTraining Regime=No pre-training2023.100.17490.2024
PINN-RTraining Regime=No pre-training2023.100.33360.3907
PINNTraining Regime=No pre-training2023.100.33410.3907
PINN-S2STraining Regime=No pre-training2023.100.47140.5907