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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Climate (test)

0.862MSEAurora
0.819641.105571.39151.67743Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Aurorafew-shot percentage=10%2025.090.8620.746
KAIROSAGENTLearning Setup=Zero-Shot2026.050.8630.739
AuroraLearning Setup=Zero-Shot2026.050.8630.747
Aurorazero-shot=true2025.090.8650.749
SundialLearning Setup=Zero-Shot2026.050.920.765
ChronosBoltLearning Setup=Zero-Shot2026.050.9480.788
MoiraiLearning Setup=Zero-Shot2026.050.9820.792
GPT4MTSfew-shot percentage=10%2025.091.0150.821
TATSfew-shot percentage=10%2025.091.0330.828
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.051.0360.807
Sundialzero-shot=true2025.091.1540.881
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.051.1760.891
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.051.1990.895
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.051.2060.894
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.051.2820.926
VisionTSzero-shot=true2025.091.3070.93
CALFfew-shot percentage=10%2025.091.4280.97
ROSEzero-shot=true2025.091.4750.987
TimeVLMfew-shot percentage=10%2025.091.4770.983
MOIRAIzero-shot=true2025.091.9211.095