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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Energy (test)

0.217MSEKAIROSAGENT
0.169360.490930.81251.13407Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KAIROSAGENTLearning Setup=Zero-Shot2026.050.2170.33
Aurorafew-shot percentage=10%2025.090.230.329
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.2330.346
SundialLearning Setup=Zero-Shot2026.050.2340.337
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.2430.353
AuroraLearning Setup=Zero-Shot2026.050.2510.37
Aurorazero-shot=true2025.090.2550.37
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.2580.373
MoiraiLearning Setup=Zero-Shot2026.050.2610.347
ChronosBoltLearning Setup=Zero-Shot2026.050.2630.355
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.2660.378
Sundialzero-shot=true2025.090.2720.367
VisionTSzero-shot=true2025.090.3040.42
MOIRAIzero-shot=true2025.090.3240.417
TimeVLMfew-shot percentage=10%2025.090.3310.433
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.050.3510.447
ROSEzero-shot=true2025.090.3860.479
CALFfew-shot percentage=10%2025.090.4730.536
GPT4MTSfew-shot percentage=10%2025.090.9480.73
TATSfew-shot percentage=10%2025.091.4080.893