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Time Series Forecasting on TimeMMD Economy (test)

0.016MSEAurora
0.000440.105470.21050.31553Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026

Evaluation results

MethodLinks
Aurorafew-shot percentage=10%2025.090.0160.099
Aurorazero-shot=true2025.090.0330.146
CALFfew-shot percentage=10%2025.090.0340.15
KAIROSAGENTLearning Setup=Zero-Shot2026.050.1860.335
ChronosBoltLearning Setup=Zero-Shot2026.050.1920.342
MoiraiLearning Setup=Zero-Shot2026.050.1980.345
SundialLearning Setup=Zero-Shot2026.050.2160.348
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.2180.37
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.2230.37
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.2230.38
TATSfew-shot percentage=10%2025.090.2320.39
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.2390.384
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.050.2620.412
TimeVLMfew-shot percentage=10%2025.090.2730.414
GPT4MTSfew-shot percentage=10%2025.090.2740.424
AuroraLearning Setup=Zero-Shot2026.050.2750.412
ROSEzero-shot=true2025.090.2890.433
Sundialzero-shot=true2025.090.2910.432
VisionTSzero-shot=true2025.090.3010.442
MOIRAIzero-shot=true2025.090.4050.512