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ResearchFormerly WizWand

Solving reaction-diffusion equations on Reaction-diffusion equation v=4, rho=5 1.0

0.0175Abs ErrorNaive-LR-PINN
-0.0115720.1846640.38090.577136Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Naive-LR-PINNRank=30, Pre-training=false2023.100.01750.0312
Naive-LR-PINNRank=10, Pre-training=false2023.100.03330.0631
Naive-LR-PINNRank=20, Pre-training=false2023.100.04320.0791
Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.100.04390.085
Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.100.0440.0851
MAMLRank=50, Pre-training=true2023.100.04580.0767
MAMLRank=30, Pre-training=true2023.100.04810.0817
MAMLRank=40, Pre-training=true2023.100.05160.0874
MAMLRank=10, Pre-training=true2023.100.05220.0873
Naive-LR-PINNRank=40, Pre-training=false2023.100.06580.1128
Naive-LR-PINNRank=50, Pre-training=false2023.100.07940.1331
Curriculum learningRank=30, Pre-training=false2023.100.66280.963
Curriculum learningRank=20, Pre-training=false2023.100.66331.003
Curriculum learningRank=40, Pre-training=false2023.100.66670.9709
Curriculum learningRank=50, Pre-training=false2023.100.66930.9718
Curriculum learningRank=10, Pre-training=false2023.100.68620.9744
MAMLRank=20, Pre-training=true2023.100.69760.9408
ReptileRank=30, Pre-training=true2023.100.70880.9597
ReptileRank=50, Pre-training=true2023.100.72690.9856
ReptileRank=10, Pre-training=true2023.100.72840.9882
ReptileRank=40, Pre-training=true2023.100.74281.0068
ReptileRank=20, Pre-training=true2023.100.74431.0108