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Benchmarks
Solving reaction equations on Reaction equations ρ=6 1.0
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0.2405
Max Error
Hyper-LR-PINN
0.209648
0.417899
0.62615
0.834401
Oct 14, 2023
Max Error
Experimental Variance
Updated 4d ago
Evaluation Results
Method
Method
Links
Max Error
Experimental Variance
Hyper-LR-PINN
Pre-training=true, Ran...
2023.10
0.2405
0.9905
Hyper-LR-PINN
Pre-training=true, Ran...
2023.10
0.2418
0.9899
Curriculum learning
Pre-training=false, Ra...
2023.10
0.7319
0.8111
Naïve-LR-PINN
Pre-training=false, Ra...
2023.10
0.9967
0.0272
MAML
Pre-training=false, Ra...
2023.10
0.9985
0.0253
Reptile
Pre-training=true, Ran...
2023.10
1.0118
0.0081
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