Time Series Forecasting on TimeMMD Economy (test)
0.016MSEAurora
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Aurorafew-shot percentage=10%2025.09 | 0.016 | 0.099 | |
| Aurorazero-shot=true2025.09 | 0.033 | 0.146 | |
| CALFfew-shot percentage=10%2025.09 | 0.034 | 0.15 | |
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.186 | 0.335 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.192 | 0.342 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.198 | 0.345 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.216 | 0.348 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.218 | 0.37 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.223 | 0.37 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.223 | 0.38 | |
| TATSfew-shot percentage=10%2025.09 | 0.232 | 0.39 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.239 | 0.384 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.262 | 0.412 | |
| TimeVLMfew-shot percentage=10%2025.09 | 0.273 | 0.414 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 0.274 | 0.424 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.275 | 0.412 | |
| ROSEzero-shot=true2025.09 | 0.289 | 0.433 | |
| Sundialzero-shot=true2025.09 | 0.291 | 0.432 | |
| VisionTSzero-shot=true2025.09 | 0.301 | 0.442 | |
| MOIRAIzero-shot=true2025.09 | 0.405 | 0.512 |