Time Series Forecasting on TimeMMD Environment (test)
0.265MSEAurora
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Aurorafew-shot percentage=10%2025.09 | 0.265 | 0.372 | |
| Aurorazero-shot=true2025.09 | 0.276 | 0.379 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.276 | 0.379 | |
| CALFfew-shot percentage=10%2025.09 | 0.334 | 0.397 | |
| Sundialzero-shot=true2025.09 | 0.336 | 0.416 | |
| MOIRAIzero-shot=true2025.09 | 0.351 | 0.403 | |
| VisionTSzero-shot=true2025.09 | 0.354 | 0.436 | |
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.378 | 0.435 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.379 | 0.443 | |
| ROSEzero-shot=true2025.09 | 0.392 | 0.456 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.412 | 0.446 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.427 | 0.462 | |
| TimeVLMfew-shot percentage=10%2025.09 | 0.437 | 0.472 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.489 | 0.507 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.496 | 0.513 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.536 | 0.533 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.537 | 0.509 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.591 | 0.627 | |
| TATSfew-shot percentage=10%2025.09 | 0.652 | 0.564 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 0.738 | 0.596 |