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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Traffic (test)

0.151MSEKAIROSAGENT
0.036520.809261.5822.35474Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KAIROSAGENTLearning Setup=Zero-Shot2026.050.1510.231
Aurorafew-shot percentage=10%2025.090.1570.29
Aurorazero-shot=true2025.090.1610.289
AuroraLearning Setup=Zero-Shot2026.050.1620.289
MoiraiLearning Setup=Zero-Shot2026.050.1860.263
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.2090.316
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.2190.315
ChronosBoltLearning Setup=Zero-Shot2026.050.2220.249
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.2270.305
SundialLearning Setup=Zero-Shot2026.050.2280.292
Sundialzero-shot=true2025.090.2710.405
TimeVLMfew-shot percentage=10%2025.090.280.397
VisionTSzero-shot=true2025.090.2810.407
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.2890.368
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.050.2970.412
CALFfew-shot percentage=10%2025.090.3340.422
ROSEzero-shot=true2025.090.3410.451
MOIRAIzero-shot=true2025.090.4060.468
TATSfew-shot percentage=10%2025.092.6131.121
GPT4MTSfew-shot percentage=10%2025.093.0131.34