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ResearchFormerly WizWand

Aircraft-level state prediction on Airspace AP

1.506MAEAeroSense
1.465681.737842.012.28216May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AeroSensemodel_category=Proposed method2026.051.5062.0493.5
DeepSetsmodel_category=Set-based baselines2026.051.5322.09693.1
TimesNetmodel_category=Conventional time-series baselines, time embedding=with2026.051.5452.04693.4
iTransformermodel_category=Conventional time-series baselines, time embedding=with2026.051.5922.08393.3
SetTransformermodel_category=Set-based baselines2026.051.5932.20692.4
TimesNetmodel_category=Conventional time-series baselines, time embedding=without2026.051.7652.3392.2
Augmented TimesNetmodel_category=Augmented time-series baselines2026.051.8482.49189.7
Augmented iTransformermodel_category=Augmented time-series baselines2026.051.8632.48489.7
Fedformermodel_category=Conventional time-series baselines, time embedding=with2026.051.8722.40491.7
DLinearmodel_category=Conventional time-series baselines, time embedding=with2026.051.8752.46291.3
DLinearmodel_category=Conventional time-series baselines, time embedding=without2026.051.8762.46391.3
Augmented DLinearmodel_category=Augmented time-series baselines2026.052.0012.63388.5
Autoformermodel_category=Conventional time-series baselines, time embedding=without2026.052.0482.60390.3
Autoformermodel_category=Conventional time-series baselines, time embedding=with2026.052.0522.66889.8
Fedformermodel_category=Conventional time-series baselines, time embedding=without2026.052.1532.72389.4
Augmented Autoformermodel_category=Augmented time-series baselines2026.052.2022.85786.5
iTransformermodel_category=Conventional time-series baselines, time embedding=without2026.052.4723.23285.1
Augmented Fedformermodel_category=Augmented time-series baselines2026.052.5143.31981.7