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ResearchFormerly WizWand

Solving reaction equations on Reaction equations

0.1356Max ErrorHyper-LR-PINN (Full rank)
0.0975160.3545830.611650.868717Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Hyper-LR-PINN (Full rank)rho=4, rank=30, pre-training=w2023.100.13560.9964
Hyper-LR-PINN (Adaptive rank)rho=4, rank=30, pre-training=w2023.100.15240.9953
PINN-Prho=42023.100.16810.9921
Hyper-LR-PINN (Full rank)rho=5, rank=30, pre-training=w2023.100.19670.9929
PINN-Rrho=42023.100.20550.9881
Hyper-LR-PINN (Adaptive rank)rho=7, rank=30, pre-training=w2023.100.2150.992
PINNrho=42023.100.22820.9881
Hyper-LR-PINN (Adaptive rank)rho=5, rank=30, pre-training=w2023.100.22870.9891
Hyper-LR-PINN (Full rank)rho=6, rank=30, pre-training=w2023.100.24050.9905
Hyper-LR-PINN (Adaptive rank)rho=6, rank=30, pre-training=w2023.100.24180.9899
Hyper-LR-PINN (Full rank)rho=7, rank=30, pre-training=w2023.100.29220.9882
PINN-Rrho=52023.100.32970.9745
PINN-Rrho=72023.100.40380.975
Naïve-LR-PINNrho=4, rank=30, pre-training=w/o2023.100.42230.9556
PINN-Rrho=62023.100.44220.9596
Reptilerho=4, rank=10, pre-training=w2023.100.58960.8443
PINN-S2Srho=52023.100.9746-0.089
MAMLrho=5, rank=30, pre-training=w/o2023.100.98830.0591
PINN-S2Srho=42023.100.98950.0514
PINNrho=52023.100.99610.0288
PINNrho=62023.100.99820.0163
PINN-Prho=62023.100.99830.0158
PINNrho=72023.100.99960.0088
PINN-Prho=72023.101.00420.0139
PINN-Prho=52023.101.0077-0.0375
Naïve-LR-PINNrho=7, rank=50, pre-training=w/o2023.101.0090.0077
PINN-S2Srho=72023.101.0267-0.0224
PINN-S2Srho=62023.101.0877-0.1455