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Multimodal Forecasting on TimeMMD Economy

0.016MSEAurora
0.000440.105470.21050.31553Sep 26, 2025

Evaluation results

MethodLinks
AuroraTraining Protocol=10% few-shot, Model Category=Foundation Model2025.090.0160.099
GPT4MTSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.0170.103
TATSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.0170.104
Time-VLMTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.0240.125
AuroraTraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.0330.146
CALFTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.1630.307
ROSETraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.2890.433
SundialTraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.2910.432
VisionTSTraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.3010.442
MOIRAITraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.4050.512