Time Series Forecasting on Weather (10% train)
0.227MSEOlivia
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OliviaPrediction Length=Avg2026.05 | 0.227 | 0.264 | |
| SEMPOPrediction Length=Avg2026.05 | 0.228 | 0.266 | |
| S²IP-LLMPrediction Length=Avg2026.05 | 0.228 | 0.268 | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.23 | 0.271 | |
| SSDARatio=10%2026.05 | 0.23 | 0.271 | |
| TTMPrediction Length=Avg2026.05 | 0.232 | 0.268 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.234 | 0.273 | |
| Time-LLMRatio=10%2026.05 | 0.234 | 0.273 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.234 | 0.273 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.238 | 0.275 | |
| GPT4TSRatio=10%2026.05 | 0.238 | 0.275 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.238 | 0.275 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.241 | 0.283 | |
| DLinearRatio=10%2026.05 | 0.241 | 0.283 | |
| DLinearPrediction Length=Avg2026.05 | 0.241 | 0.283 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.242 | 0.279 | |
| PatchTSTRatio=10%2026.05 | 0.242 | 0.279 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.242 | 0.279 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.245 | 0.282 | |
| Time-VLMRatio=10%2026.05 | 0.245 | 0.282 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.247 | 0.285 | |
| VisionTSRatio=10%2026.05 | 0.247 | 0.285 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.279 | 0.301 | |
| TimesNetRatio=10%2026.05 | 0.279 | 0.301 | |
| TimesNetPrediction Length=Avg2026.05 | 0.279 | 0.301 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.284 | 0.324 | |
| FEDformerRatio=10%2026.05 | 0.284 | 0.324 | |
| FEDformerPrediction Length=Avg2026.05 | 0.284 | 0.324 | |
| iTransformerPrediction Length=Avg2026.05 | 0.308 | 0.338 | |
| StationaryPrediction Length=Avg2026.05 | 0.318 | 0.323 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 0.597 | 0.495 | |
| InformerRatio=10%2026.05 | 0.597 | 0.495 |