Aircraft-level state prediction on Airspace AP
1.506MAEAeroSense
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AeroSensemodel_category=Proposed method2026.05 | 1.506 | 2.04 | 93.5 | |
| DeepSetsmodel_category=Set-based baselines2026.05 | 1.532 | 2.096 | 93.1 | |
| TimesNetmodel_category=Conventional time-series baselines, time embedding=with2026.05 | 1.545 | 2.046 | 93.4 | |
| iTransformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 1.592 | 2.083 | 93.3 | |
| SetTransformermodel_category=Set-based baselines2026.05 | 1.593 | 2.206 | 92.4 | |
| TimesNetmodel_category=Conventional time-series baselines, time embedding=without2026.05 | 1.765 | 2.33 | 92.2 | |
| Augmented TimesNetmodel_category=Augmented time-series baselines2026.05 | 1.848 | 2.491 | 89.7 | |
| Augmented iTransformermodel_category=Augmented time-series baselines2026.05 | 1.863 | 2.484 | 89.7 | |
| Fedformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 1.872 | 2.404 | 91.7 | |
| DLinearmodel_category=Conventional time-series baselines, time embedding=with2026.05 | 1.875 | 2.462 | 91.3 | |
| DLinearmodel_category=Conventional time-series baselines, time embedding=without2026.05 | 1.876 | 2.463 | 91.3 | |
| Augmented DLinearmodel_category=Augmented time-series baselines2026.05 | 2.001 | 2.633 | 88.5 | |
| Autoformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 2.048 | 2.603 | 90.3 | |
| Autoformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 2.052 | 2.668 | 89.8 | |
| Fedformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 2.153 | 2.723 | 89.4 | |
| Augmented Autoformermodel_category=Augmented time-series baselines2026.05 | 2.202 | 2.857 | 86.5 | |
| iTransformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 2.472 | 3.232 | 85.1 | |
| Augmented Fedformermodel_category=Augmented time-series baselines2026.05 | 2.514 | 3.319 | 81.7 |