Darcy Flow
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Darcy Flow
0.011CRPS
5
Darcy flow 2D
0.144L2 Error
5
Darcy Flow 421x421 resolution
6.81Relative L2 Error
5
2D Darcy Flow with Discontinuity
99.903Channel-wise Coverage Rate
5
Darcy Flow 30% noise corruption 1.0 (test)
17.97Error Rate
5
Darcy Flow 30% noise corruption 1.0 (test)
6.23L2 Relative Error
5
Darcy Flow 50% pixels noise
20.3Error Rate
5
Darcy Flow 50% pixels noise
0.082L2 Relative Error
5
Darcy Flow 90% pixels corrupted by noise
22.83Error Rate
5
Darcy Flow 90% pixels corrupted by noise
9.65L2 Relative Error
5
Darcy Flow full observations
2Relative Error
5
Darcy Flow full observations
2.2Relative Error
5
Darcy flow benchmark 85x85 resolution (test)
1.018Relative L2 Error
4
Darcy flow 10K (evaluation)
1.34Relative L2 Error
4
Darcy flow Gaussian random field 10 groups (joint learning)
1.57Relative Error
4
Darcy flow
7Complexity
4
Darcy flow
0.006Mean Error
4
Darcy flow high resolution 61 x 61 (test)
0.012Relative L2 Error
4
Darcy flow low resolution 11 x 11 (test)
0.012Relative L2 Error
4
Darcy Flow NAS-Bench-360
0.5Full-pipeline Runtime (GPU hours)
4
Darcy Flow (test)
5.21Relative Error
3
2D Darcy Flow
1.545RMSE
3
Darcy flow 32 × 32 grid
10Reconstruction Error
3
Darcy Flow (test)
0.02Normalized PDE Residual (||R||₂ · h²)
3
Darcy flow 7
5.1Prediction Error (%)
2