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ResearchFormerly WizWand

Solving reaction-diffusion equations on Reaction-diffusion equation v=6, rho=5 1.0

0.0665Absolute ErrorHyper-LR-PINN (Full rank)
0.0384720.2276610.416850.606039Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.100.06650.1106
Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.100.06650.1104
Naive-LR-PINNRank=30, Pre-training=false2023.100.09380.1454
Naive-LR-PINNRank=40, Pre-training=false2023.100.09830.1561
Naive-LR-PINNRank=10, Pre-training=false2023.100.10090.1593
Naive-LR-PINNRank=20, Pre-training=false2023.100.10240.1616
MAMLRank=10, Pre-training=true2023.100.110.1626
Naive-LR-PINNRank=50, Pre-training=false2023.100.11250.1804
MAMLRank=40, Pre-training=true2023.100.11450.1707
MAMLRank=50, Pre-training=true2023.100.12980.1822
MAMLRank=30, Pre-training=true2023.100.13540.1903
Curriculum learningRank=20, Pre-training=false2023.100.6370.8897
Curriculum learningRank=40, Pre-training=false2023.100.6470.8983
Curriculum learningRank=10, Pre-training=false2023.100.69360.9542
Curriculum learningRank=30, Pre-training=false2023.100.69620.9589
Curriculum learningRank=50, Pre-training=false2023.100.70220.9694
MAMLRank=20, Pre-training=true2023.100.71250.9499
ReptileRank=30, Pre-training=true2023.100.72910.9735
ReptileRank=50, Pre-training=true2023.100.74921.0014
ReptileRank=10, Pre-training=true2023.100.75121.0045
ReptileRank=20, Pre-training=true2023.100.76691.0265
ReptileRank=40, Pre-training=true2023.100.76721.025