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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Social Good (test)

0.769MSEKAIROSAGENT
0.335283.262896.19059.11811Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KAIROSAGENTLearning Setup=Zero-Shot2026.050.7690.376
Aurorafew-shot percentage=10%2025.090.8140.494
SundialLearning Setup=Zero-Shot2026.050.8190.377
AuroraLearning Setup=Zero-Shot2026.050.8280.506
Aurorazero-shot=true2025.090.8380.516
MoiraiLearning Setup=Zero-Shot2026.050.8680.391
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.890.416
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.8910.448
ChronosBoltLearning Setup=Zero-Shot2026.050.9510.388
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.9590.475
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.9980.432
TimeVLMfew-shot percentage=10%2025.091.0170.527
Sundialzero-shot=true2025.091.0360.573
CALFfew-shot percentage=10%2025.091.0370.457
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.051.0920.578
VisionTSzero-shot=true2025.091.1260.618
ROSEzero-shot=true2025.091.1410.581
MOIRAIzero-shot=true2025.091.430.651
GPT4MTSfew-shot percentage=10%2025.0910.5791.716
TATSfew-shot percentage=10%2025.0911.6121.5