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Partial Differential Equation Solving on Linear Elasticity PDE Family 10 unseen tasks

0.0011Average MSE (10 Tasks)LAM-PINN
-0.0011980.0145860.030370.046154Apr 29, 2026

Evaluation results

MethodLinks
LAM-PINN2026.040.00110.00160.0007
DATS-w2026.040.00410.00650.0018
Hyper-LR-PINN2026.040.00430.00690.0016
P2INN2026.040.01180.02150.0021
MAD2026.040.02750.04080.0142
MAML2026.040.02910.04920.0091
ConML2026.040.03150.05950.0034
PINN-Transfermode=transfer2026.040.03540.05850.0123
PINN-scratchmode=scratch2026.040.05960.1080.0112