Spatiotemporal Inference on Matérn-1/2 simulated 2D grid 1.0 (N=256)
0.002MSEDeepRV-gMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepRV-gMLPESS(l)/sec=21.30 ± 6.13, Infer Time (s)=157 ± 51.35, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.002 | 0.13 | |
| INLAInfer Time (s)=2 ± 0.08, Averaged across lengthscales (10, 30, 50)=true2025.03 | 0.392 | 11.68 | |
| DeepRV-MLPESS(l)/sec=37.32 ± 10.11, Infer Time (s)=98 ± 21.46, Averaged across lengthscales (10, 30, 50)=true2025.03 | 1.116 | 9.23 | |
| Inducing PtsESS(l)/sec=27.76 ± 8.15, Infer Time (s)=154 ± 31.56, Averaged across lengthscales (10, 30, 50)=true2025.03 | 4.802 | 4.87 | |
| RFFESS(l)/sec=0.00 ± 0.00, Infer Time (s)=1,314 ± 127.31, Averaged across lengthscales (10, 30, 50)=true2025.03 | 7.363 | 11.72 | |
| PriorCVAEESS(l)/sec=56.14 ± 30.51, Infer Time (s)=81 ± 15.86, Averaged across lengthscales (10, 30, 50)=true2025.03 | 8.064 | 15.66 |