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ResearchFormerly WizWand

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

0.0518Absolute ErrorHyper-LR-PINN (Full rank)
0.0236040.2139270.404250.594573Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.100.05180.0934
Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.100.05190.0936
MAMLRank=10, Pre-training=true2023.100.06040.0998
MAMLRank=40, Pre-training=true2023.100.06780.1116
Naive-LR-PINNRank=30, Pre-training=false2023.100.07310.1161
MAMLRank=50, Pre-training=true2023.100.07330.1136
MAMLRank=30, Pre-training=true2023.100.08240.1258
Naive-LR-PINNRank=50, Pre-training=false2023.100.08750.1416
Naive-LR-PINNRank=40, Pre-training=false2023.100.09460.1569
Naive-LR-PINNRank=20, Pre-training=false2023.100.10010.1633
Naive-LR-PINNRank=10, Pre-training=false2023.100.10360.1688
Curriculum learningRank=40, Pre-training=false2023.100.70730.9968
Curriculum learningRank=30, Pre-training=false2023.100.70790.9928
Curriculum learningRank=20, Pre-training=false2023.100.70841.003
MAMLRank=20, Pre-training=true2023.100.71060.9511
Curriculum learningRank=50, Pre-training=false2023.100.71261.0036
Curriculum learningRank=10, Pre-training=false2023.100.71560.9985
ReptileRank=30, Pre-training=true2023.100.71980.9667
ReptileRank=50, Pre-training=true2023.100.7390.9935
ReptileRank=10, Pre-training=true2023.100.74070.9964
ReptileRank=40, Pre-training=true2023.100.75631.0164
ReptileRank=20, Pre-training=true2023.100.75671.019