Time Series Forecasting on Traffic (10% train)
0.409MSEOlivia
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OliviaPrediction Length=Avg2026.05 | 0.409 | 0.279 | |
| SEMPOPrediction Length=Avg2026.05 | 0.417 | 0.287 | |
| S²IP-LLMPrediction Length=Avg2026.05 | 0.426 | 0.305 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.429 | 0.306 | |
| Time-LLMRatio=10%2026.05 | 0.429 | 0.306 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.429 | 0.306 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.43 | 0.305 | |
| PatchTSTRatio=10%2026.05 | 0.43 | 0.305 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.43 | 0.305 | |
| TTMPrediction Length=Avg2026.05 | 0.432 | 0.305 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.44 | 0.31 | |
| GPT4TSRatio=10%2026.05 | 0.44 | 0.31 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.44 | 0.31 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.447 | 0.313 | |
| DLinearRatio=10%2026.05 | 0.447 | 0.313 | |
| DLinearPrediction Length=Avg2026.05 | 0.447 | 0.313 | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.468 | 0.31 | |
| SSDARatio=10%2026.05 | 0.468 | 0.31 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.483 | 0.344 | |
| VisionTSRatio=10%2026.05 | 0.483 | 0.344 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.484 | 0.357 | |
| Time-VLMRatio=10%2026.05 | 0.484 | 0.357 | |
| iTransformerPrediction Length=Avg2026.05 | 0.495 | 0.361 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.663 | 0.425 | |
| FEDformerRatio=10%2026.05 | 0.663 | 0.425 | |
| FEDformerPrediction Length=Avg2026.05 | 0.663 | 0.425 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.951 | 0.535 | |
| TimesNetRatio=10%2026.05 | 0.951 | 0.535 | |
| TimesNetPrediction Length=Avg2026.05 | 0.951 | 0.535 | |
| StationaryPrediction Length=Avg2026.05 | 1.453 | 0.815 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 1.534 | 0.811 | |
| InformerRatio=10%2026.05 | 1.534 | 0.811 |