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Benchmarks
Solving reaction equations on Reaction equations ρ=7 1.0 (test)
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0.018
Absolute Error
Hyper-LR-PINN (Full rank)
-0.007116
0.162417
0.33195
0.501483
Oct 14, 2023
Absolute Error
Relative Error
Updated 4d ago
Evaluation Results
Method
Method
Links
Absolute Error
Relative Error
Hyper-LR-PINN (Full rank)
Rank=30, Pre-training=...
2023.10
0.018
0.0575
Hyper-LR-PINN (Adaptive rank)
Rank=30, Pre-training=...
2023.10
0.0203
0.0456
PINN-R
2023.10
0.0275
0.0848
Curriculum learning
Rank=30, Pre-training=...
2023.10
0.1285
0.2764
PINN-S2S
2023.10
0.6285
0.9794
MAML
Rank=30, Pre-training=...
2023.10
0.6401
0.9903
Naïve-LR-PINN
Rank=30, Pre-training=...
2023.10
0.6424
0.9938
PINN
2023.10
0.6431
0.995
Reptile
Rank=30, Pre-training=...
2023.10
0.6431
0.9955
PINN-P
2023.10
0.6459
0.9976
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