Time Series Forecasting on TimeMMD Climate (test)
0.862MSEAurora
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Aurorafew-shot percentage=10%2025.09 | 0.862 | 0.746 | |
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.863 | 0.739 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.863 | 0.747 | |
| Aurorazero-shot=true2025.09 | 0.865 | 0.749 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.92 | 0.765 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.948 | 0.788 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.982 | 0.792 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 1.015 | 0.821 | |
| TATSfew-shot percentage=10%2025.09 | 1.033 | 0.828 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 1.036 | 0.807 | |
| Sundialzero-shot=true2025.09 | 1.154 | 0.881 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 1.176 | 0.891 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 1.199 | 0.895 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 1.206 | 0.894 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 1.282 | 0.926 | |
| VisionTSzero-shot=true2025.09 | 1.307 | 0.93 | |
| CALFfew-shot percentage=10%2025.09 | 1.428 | 0.97 | |
| ROSEzero-shot=true2025.09 | 1.475 | 0.987 | |
| TimeVLMfew-shot percentage=10%2025.09 | 1.477 | 0.983 | |
| MOIRAIzero-shot=true2025.09 | 1.921 | 1.095 |