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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Environment (test)

0.265MSEAurora
0.246080.373790.50150.62921Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Aurorafew-shot percentage=10%2025.090.2650.372
Aurorazero-shot=true2025.090.2760.379
AuroraLearning Setup=Zero-Shot2026.050.2760.379
CALFfew-shot percentage=10%2025.090.3340.397
Sundialzero-shot=true2025.090.3360.416
MOIRAIzero-shot=true2025.090.3510.403
VisionTSzero-shot=true2025.090.3540.436
KAIROSAGENTLearning Setup=Zero-Shot2026.050.3780.435
SundialLearning Setup=Zero-Shot2026.050.3790.443
ROSEzero-shot=true2025.090.3920.456
MoiraiLearning Setup=Zero-Shot2026.050.4120.446
ChronosBoltLearning Setup=Zero-Shot2026.050.4270.462
TimeVLMfew-shot percentage=10%2025.090.4370.472
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.4890.507
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.4960.513
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.050.5360.533
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.5370.509
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.5910.627
TATSfew-shot percentage=10%2025.090.6520.564
GPT4MTSfew-shot percentage=10%2025.090.7380.596