Sensor Selection on Weather Forecast Ablation Configurations
84.1Captured Forecast Utility (%)Oracle
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OracleBudget K=1002026.04 | 84.1 | — | — | |
| Gradient × Input (GTI)Budget K=1002026.04 | 80.2 | — | — | |
| Vanilla Gradients (VG)Budget K=1002026.04 | 80.1 | — | — | |
| Integrated Gradients (IG)Budget K=1002026.04 | 80 | 94.6 | 1 | |
| DistanceBudget K=1002026.04 | 79 | — | — | |
| OracleBudget K=502026.04 | 75.7 | — | — | |
| Integrated Gradients (IG)Budget K=502026.04 | 72.2 | 94.7 | 1 | |
| Gradient × Input (GTI)Budget K=502026.04 | 72.2 | — | — | |
| Vanilla Gradients (VG)Budget K=502026.04 | 72.2 | — | — | |
| DistanceBudget K=502026.04 | 71.2 | — | — | |
| OracleBudget K=202026.04 | 65 | — | — | |
| Gradient × Input (GTI)Budget K=202026.04 | 61.8 | — | — | |
| Vanilla Gradients (VG)Budget K=202026.04 | 61.8 | — | — | |
| Integrated Gradients (IG)Budget K=202026.04 | 61.7 | 94.2 | 0.9 | |
| DistanceBudget K=202026.04 | 60.8 | — | — | |
| OracleBudget K=102026.04 | 56.6 | — | — | |
| Gradient × Input (GTI)Budget K=102026.04 | 53.5 | — | — | |
| Integrated Gradients (IG)Budget K=102026.04 | 53.3 | 92.8 | 0.8 | |
| Vanilla Gradients (VG)Budget K=102026.04 | 53.3 | — | — | |
| DistanceBudget K=102026.04 | 52.5 | — | — | |
| OracleBudget K=52026.04 | 47.5 | — | — | |
| Integrated Gradients (IG)Budget K=52026.04 | 44.9 | 92.6 | 0.3 | |
| Gradient × Input (GTI)Budget K=52026.04 | 44.9 | — | — | |
| Vanilla Gradients (VG)Budget K=52026.04 | 44.6 | — | — | |
| DistanceBudget K=52026.04 | 44.6 | — | — | |
| UniformBudget K=1002026.04 | 21.4 | — | — | |
| UniformBudget K=502026.04 | 10.7 | — | — | |
| UniformBudget K=202026.04 | 4.3 | — | — | |
| UniformBudget K=102026.04 | 2.1 | — | — | |
| UniformBudget K=52026.04 | 1.1 | — | — |