Time Series Forecasting on TimeMMD Agriculture (test)
0.194MSEKAIROSAGENT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.194 | 0.282 | |
| Aurorafew-shot percentage=10%2025.09 | 0.212 | 0.293 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.218 | 0.302 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.229 | 0.303 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.239 | 0.306 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.241 | 0.311 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.248 | 0.308 | |
| Aurorazero-shot=true2025.09 | 0.272 | 0.348 | |
| MOIRAIzero-shot=true2025.09 | 0.272 | 0.403 | |
| CALFfew-shot percentage=10%2025.09 | 0.275 | 0.344 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.282 | 0.356 | |
| VisionTSzero-shot=true2025.09 | 0.29 | 0.336 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.318 | 0.36 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.327 | 0.366 | |
| TimeVLMfew-shot percentage=10%2025.09 | 0.332 | 0.365 | |
| ROSEzero-shot=true2025.09 | 0.345 | 0.372 | |
| Sundialzero-shot=true2025.09 | 0.373 | 0.392 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.377 | 0.396 | |
| TATSfew-shot percentage=10%2025.09 | 5.793 | 1.512 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 7.277 | 1.695 |