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ResearchFormerly WizWand

Solving reaction-diffusion equations on Reaction-diffusion equations v=7, p=5

0.2823Max ErrorNaïve-LR-PINN
0.2514440.4597220.6680.876278Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Naïve-LR-PINNRank=30, Pre-training=false2023.100.28230.9318
Hyper-LR-PINN (Full rank)Pre-training=true2023.100.28240.9284
Hyper-LR-PINN (Adaptive rank)Pre-training=true2023.100.28330.9286
Naïve-LR-PINNRank=10, Pre-training=false2023.100.30480.9225
Naïve-LR-PINNRank=40, Pre-training=false2023.100.36760.8915
MAMLRank=10, Pre-training=false2023.100.37450.9149
MAMLRank=40, Pre-training=false2023.100.37890.8998
Naïve-LR-PINNRank=20, Pre-training=false2023.100.38020.882
MAMLRank=50, Pre-training=false2023.100.39440.9276
MAMLRank=30, Pre-training=false2023.100.39560.9202
Naïve-LR-PINNRank=50, Pre-training=false2023.100.50880.8037
Curriculum learningRank=30, Pre-training=false2023.100.64530.5257
Curriculum learningRank=50, Pre-training=false2023.100.6560.4977
Curriculum learningRank=40, Pre-training=false2023.100.68420.4392
Curriculum learningRank=10, Pre-training=false2023.100.70.4155
Curriculum learningRank=20, Pre-training=false2023.100.76860.274
ReptileRank=10, Pre-training=false2023.101.03340.1238
MAMLRank=20, Pre-training=false2023.101.03650.2589
ReptileRank=20, Pre-training=false2023.101.04180.0635
ReptileRank=30, Pre-training=false2023.101.04670.2049
ReptileRank=50, Pre-training=false2023.101.04820.1398
ReptileRank=40, Pre-training=false2023.101.05370.1066