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Multimodal Forecasting on TimeMMD Health

1.343MSEAurora
1.287281.663392.03952.41561Sep 26, 2025

Evaluation results

MethodLinks
AuroraTraining Protocol=10% few-shot, Model Category=Foundation Model2025.091.3430.776
TATSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.091.3560.767
GPT4MTSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.091.4640.799
Time-VLMTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.091.4890.834
CALFTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.091.4910.775
AuroraTraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.5530.85
SundialTraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.970.992
VisionTSTraining Protocol=Zero-shot, Model Category=Foundation Model2025.092.4361.221
ROSETraining Protocol=Zero-shot, Model Category=Foundation Model2025.092.5981.201
MOIRAITraining Protocol=Zero-shot, Model Category=Foundation Model2025.092.7361.241