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ResearchFormerly WizWand

Time Series Forecasting on TimeMMD Agriculture (test)

0.194MSEKAIROSAGENT
-0.089321.823093.73555.64791Sep 26, 2025Nov 5, 2025Dec 16, 2025Jan 26, 2026Mar 7, 2026Apr 17, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
KAIROSAGENTLearning Setup=Zero-Shot2026.050.1940.282
Aurorafew-shot percentage=10%2025.090.2120.293
ChronosBoltLearning Setup=Zero-Shot2026.050.2180.302
T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.050.2290.303
MoiraiLearning Setup=Zero-Shot2026.050.2390.306
CALFLearning Setup=Full-Shot, Modality=Multimodal2026.050.2410.311
PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.050.2480.308
Aurorazero-shot=true2025.090.2720.348
MOIRAIzero-shot=true2025.090.2720.403
CALFfew-shot percentage=10%2025.090.2750.344
AuroraLearning Setup=Zero-Shot2026.050.2820.356
VisionTSzero-shot=true2025.090.290.336
TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.050.3180.36
SundialLearning Setup=Zero-Shot2026.050.3270.366
TimeVLMfew-shot percentage=10%2025.090.3320.365
ROSEzero-shot=true2025.090.3450.372
Sundialzero-shot=true2025.090.3730.392
DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.050.3770.396
TATSfew-shot percentage=10%2025.095.7931.512
GPT4MTSfew-shot percentage=10%2025.097.2771.695