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ResearchFormerly WizWand

Solving reaction-diffusion equations on Reaction-diffusion equation v=7, rho=5 1.0

0.0796Absolute ErrorHyper-LR-PINN (Full rank)
0.0517320.2398410.427950.616059Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.100.07960.1262
Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.100.080.1269
Naive-LR-PINNRank=30, Pre-training=false2023.100.09070.1381
Naive-LR-PINNRank=10, Pre-training=false2023.100.09260.143
Naive-LR-PINNRank=40, Pre-training=false2023.100.10650.1666
Naive-LR-PINNRank=20, Pre-training=false2023.100.11580.1785
Naive-LR-PINNRank=50, Pre-training=false2023.100.14170.2231
MAMLRank=40, Pre-training=true2023.100.15710.2218
MAMLRank=50, Pre-training=true2023.100.16740.2287
MAMLRank=10, Pre-training=true2023.100.16760.2312
MAMLRank=30, Pre-training=true2023.100.16790.2306
Curriculum learningRank=30, Pre-training=false2023.100.24630.3696
Curriculum learningRank=50, Pre-training=false2023.100.2560.3837
Curriculum learningRank=40, Pre-training=false2023.100.25830.3926
Curriculum learningRank=10, Pre-training=false2023.100.27540.414
Curriculum learningRank=20, Pre-training=false2023.100.29350.4473
MAMLRank=20, Pre-training=true2023.100.71350.9485
ReptileRank=30, Pre-training=true2023.100.73790.9811
ReptileRank=50, Pre-training=true2023.100.75831.009
ReptileRank=10, Pre-training=true2023.100.76071.0127
ReptileRank=20, Pre-training=true2023.100.7761.0341
ReptileRank=40, Pre-training=true2023.100.77631.0327