Darcy
Benchmarks
TaskDatasetSOTA resultTrendResults
Darcy
0.004Relative L2 Error
51
Darcy Regular Grid (test)
0.004Relative L2 Error
41
Darcy Regular Grid (test)
0.006Relative L2 Error
15
Darcy (test)
0.72Relative Error
11
Darcy
1.02Relative L2 Error
10
Darcy 256^2 zero-shot resolution transfer 4x
4.59Relative L2 Error
10
Darcy 128^2 zero-shot resolution transfer 2x
4.03Relative L2 Error
10
Darcy spatial super-resolution (test)
0.058NRMSE
9
Darcy
0.25Relative L2 Error
9
Darcy trajectory set (test)
0.017Rollout Relative H1 Error
8
Darcy N_train=100 (OOD)
0.57Normalized L2 Error
8
Darcy N_train=100 (ID)
0.56Normalized L2 Error
8
Darcy Synthetic (test)
0.017NRMSE
8
Darcy
0.037MMSE
7
Darcy high-D (holdout)
0.17RMSE (log space)
6
Darcy high-C (holdout)
0.168RMSE (log space)
6
Darcy
1.12Relative L2 Error
6
Darcy Synthetic
-4.13MNLL
6
Darcy
1.05Time per Sample (s)
6
Darcy
0.128Coef MSE
5
Darcy
0.236MSE
5
Darcy
0.316MSE
5
Darcy sparse observation scenario (test)
0.03L2 Error
5
Darcy
1.6NMAE
5
Darcy (test)
2.41Relative Error
5