Time Series Forecasting on TimeMMD Energy (test)
0.217MSEKAIROSAGENT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.217 | 0.33 | |
| Aurorafew-shot percentage=10%2025.09 | 0.23 | 0.329 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.233 | 0.346 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.234 | 0.337 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.243 | 0.353 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.251 | 0.37 | |
| Aurorazero-shot=true2025.09 | 0.255 | 0.37 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.258 | 0.373 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.261 | 0.347 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.263 | 0.355 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.266 | 0.378 | |
| Sundialzero-shot=true2025.09 | 0.272 | 0.367 | |
| VisionTSzero-shot=true2025.09 | 0.304 | 0.42 | |
| MOIRAIzero-shot=true2025.09 | 0.324 | 0.417 | |
| TimeVLMfew-shot percentage=10%2025.09 | 0.331 | 0.433 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.351 | 0.447 | |
| ROSEzero-shot=true2025.09 | 0.386 | 0.479 | |
| CALFfew-shot percentage=10%2025.09 | 0.473 | 0.536 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 0.948 | 0.73 | |
| TATSfew-shot percentage=10%2025.09 | 1.408 | 0.893 |