Time Series Forecasting on TimeMMD Traffic (test)
0.151MSEKAIROSAGENT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KAIROSAGENTLearning Setup=Zero-Shot2026.05 | 0.151 | 0.231 | |
| Aurorafew-shot percentage=10%2025.09 | 0.157 | 0.29 | |
| Aurorazero-shot=true2025.09 | 0.161 | 0.289 | |
| AuroraLearning Setup=Zero-Shot2026.05 | 0.162 | 0.289 | |
| MoiraiLearning Setup=Zero-Shot2026.05 | 0.186 | 0.263 | |
| PatchTSTLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.209 | 0.316 | |
| DLinearLearning Setup=Full-Shot, Modality=Unimodal2026.05 | 0.219 | 0.315 | |
| ChronosBoltLearning Setup=Zero-Shot2026.05 | 0.222 | 0.249 | |
| CALFLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.227 | 0.305 | |
| SundialLearning Setup=Zero-Shot2026.05 | 0.228 | 0.292 | |
| Sundialzero-shot=true2025.09 | 0.271 | 0.405 | |
| TimeVLMfew-shot percentage=10%2025.09 | 0.28 | 0.397 | |
| VisionTSzero-shot=true2025.09 | 0.281 | 0.407 | |
| T3TimeLearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.289 | 0.368 | |
| TimeCMALearning Setup=Full-Shot, Modality=Multimodal2026.05 | 0.297 | 0.412 | |
| CALFfew-shot percentage=10%2025.09 | 0.334 | 0.422 | |
| ROSEzero-shot=true2025.09 | 0.341 | 0.451 | |
| MOIRAIzero-shot=true2025.09 | 0.406 | 0.468 | |
| TATSfew-shot percentage=10%2025.09 | 2.613 | 1.121 | |
| GPT4MTSfew-shot percentage=10%2025.09 | 3.013 | 1.34 |