Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Partial Differential Equation Solving on Helmholtz PDE Family 10 unseen tasks
Loading...
0.145
Average MSE (10 Tasks)
LAM-PINN
-0.094
1.51925
3.1325
4.74575
Apr 29, 2026
Average MSE (10 Tasks)
Average MSE (Group A)
Average MSE (Group B)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average MSE (10 Tasks)
Average MSE (Group A)
Average MSE (Group B)
LAM-PINN
2026.04
0.145
0.272
0.0182
ConML
2026.04
1.69
3.35
0.038
Hyper-LR-PINN
2026.04
1.86
3.6
0.122
DATS-w
2026.04
2.84
5.32
0.358
P2INN
2026.04
2.99
5.85
0.149
MAD
2026.04
3.55
7.07
0.0332
MAML
2026.04
4.06
8.06
0.0534
PINN-Transfer
mode=transfer
2026.04
4.36
8.69
0.0382
PINN-scratch
mode=scratch
2026.04
6.12
11.9
0.353
Feedback
Search any
task
Search any
task