Forecasting under missing-at-random observations on D1 advection–diffusion
0.589RMSENLBST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NLBSTrho_m=10%2026.06 | 0.589 | 0.369 | |
| NLBSTrho_m=30%2026.06 | 0.613 | 0.384 | |
| NLBSTrho_m=20%2026.06 | 0.62 | 0.383 | |
| APNrho_m=10%2026.06 | 0.648 | 0.424 | |
| APNrho_m=30%2026.06 | 0.654 | 0.419 | |
| APNrho_m=20%2026.06 | 0.655 | 0.415 | |
| GraFITirho_m=10%2026.06 | 0.702 | 0.439 | |
| GraFITirho_m=30%2026.06 | 0.703 | 0.442 | |
| GraFITirho_m=20%2026.06 | 0.713 | 0.447 | |
| Linear-DSTMrho_m=30%2026.06 | 0.74 | 0.434 | |
| GRU-Drho_m=30%2026.06 | 0.754 | 0.473 | |
| Linear-DSTMrho_m=20%2026.06 | 0.795 | 0.47 | |
| GRU-Drho_m=20%2026.06 | 0.88 | 0.569 | |
| GRU-Drho_m=10%2026.06 | 1.076 | 0.743 | |
| FNOrho_m=10%2026.06 | 1.651 | 1.048 | |
| Linear-DSTMrho_m=10%2026.06 | 2.543 | 1.706 | |
| FNOrho_m=20%2026.06 | 2.746 | 1.957 | |
| FNOrho_m=30%2026.06 | 3.089 | 2.343 | |
| Latent ODErho_m=30%2026.06 | 4.229 | 3.271 | |
| Latent ODErho_m=10%2026.06 | 4.28 | 3.325 | |
| Latent ODErho_m=20%2026.06 | 4.331 | 3.368 |