Aircraft-level state prediction on Airspace AR
2.1MAEAeroSense
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AeroSensemodel_category=Proposed method2026.05 | 2.1 | 2.806 | 0.984 | |
| DeepSetsmodel_category=Set-based baselines2026.05 | 2.154 | 2.861 | 0.983 | |
| Augmented DLinearmodel_category=Augmented time-series baselines2026.05 | 2.481 | 3.311 | 0.977 | |
| Augmented iTransformermodel_category=Augmented time-series baselines2026.05 | 2.568 | 3.384 | 0.976 | |
| Augmented TimesNetmodel_category=Augmented time-series baselines2026.05 | 2.598 | 3.436 | 0.975 | |
| SetTransformermodel_category=Set-based baselines2026.05 | 2.619 | 3.553 | 0.974 | |
| TimesNetmodel_category=Conventional time-series baselines, time embedding=with2026.05 | 2.718 | 3.602 | 0.976 | |
| Augmented Autoformermodel_category=Augmented time-series baselines2026.05 | 2.933 | 3.832 | 0.969 | |
| iTransformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 3.014 | 3.835 | 0.973 | |
| Fedformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 3.17 | 4.078 | 0.969 | |
| TimesNetmodel_category=Conventional time-series baselines, time embedding=without2026.05 | 3.33 | 4.362 | 0.965 | |
| DLinearmodel_category=Conventional time-series baselines, time embedding=with2026.05 | 3.443 | 4.551 | 0.962 | |
| DLinearmodel_category=Conventional time-series baselines, time embedding=without2026.05 | 3.444 | 4.552 | 0.962 | |
| Augmented Fedformermodel_category=Augmented time-series baselines2026.05 | 3.668 | 4.742 | 0.954 | |
| Autoformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 4.238 | 5.624 | 0.942 | |
| Fedformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 4.247 | 5.353 | 0.947 | |
| Autoformermodel_category=Conventional time-series baselines, time embedding=with2026.05 | 4.361 | 5.572 | 0.943 | |
| iTransformermodel_category=Conventional time-series baselines, time embedding=without2026.05 | 4.907 | 6.269 | 0.928 |