Time Series Forecasting on TimeMMD Social Good (test)
0.769MSEKAIROSAGENT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.769 | 0.376 | |
| Aurorafew-shot percentage=10%2025.09 | 0.814 | 0.494 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.819 | 0.377 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.828 | 0.506 | |
| Aurorazero-shot=true2025.09 | 0.838 | 0.516 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.868 | 0.391 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.89 | 0.416 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.891 | 0.448 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.951 | 0.388 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.959 | 0.475 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.998 | 0.432 | |
| TimeVLMfew-shot percentage=10%2025.09 | 1.017 | 0.527 | |
| Sundialzero-shot=true2025.09 | 1.036 | 0.573 | |
| CALFfew-shot percentage=10%2025.09 | 1.037 | 0.457 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 1.092 | 0.578 | |
| VisionTSzero-shot=true2025.09 | 1.126 | 0.618 | |
| ROSEzero-shot=true2025.09 | 1.141 | 0.581 | |
| MOIRAIzero-shot=true2025.09 | 1.43 | 0.651 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 10.579 | 1.716 | |
| TATSfew-shot percentage=10%2025.09 | 11.612 | 1.5 |