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ResearchFormerly WizWand

Multimodal Forecasting on TimeMMD Social Good

0.814MSEAurora
0.789360.955681.1221.28832Sep 26, 2025
Updated 8mo ago

Evaluation results

MethodLinks
AuroraTraining Protocol=10% few-shot, Model Category=Foundation Model2025.090.8140.494
AuroraTraining Protocol=Zero-shot, Model Category=Foundation Model2025.090.8380.516
Time-VLMTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.8680.444
CALFTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.9060.401
TATSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.9180.428
GPT4MTSTraining Protocol=Full-shot, Model Category=Multimodal End-to-end Supervised Model2025.090.920.45
SundialTraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.0360.573
VisionTSTraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.1260.618
ROSETraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.1410.581
MOIRAITraining Protocol=Zero-shot, Model Category=Foundation Model2025.091.430.651