Time Series Forecasting on ETTh2 (10% train)
0.324MSESSDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.324 | 0.373 | |
| SSDARatio=10%2026.05 | 0.324 | 0.373 | |
| OliviaPrediction Length=Avg2026.05 | 0.337 | 0.385 | |
| SEMPOPrediction Length=Avg2026.05 | 0.339 | 0.387 | |
| VisionTSForecasting Horizon (H)=Avg2026.05 | 0.353 | 0.389 | |
| VisionTSRatio=10%2026.05 | 0.353 | 0.389 | |
| TTMPrediction Length=Avg2026.05 | 0.355 | 0.391 | |
| Time-VLMForecasting Horizon (H)=Avg2026.05 | 0.361 | 0.405 | |
| Time-VLMRatio=10%2026.05 | 0.361 | 0.405 | |
| S²IP-LLMPrediction Length=Avg2026.05 | 0.366 | 0.392 | |
| Time-LLMForecasting Horizon (H)=Avg2026.05 | 0.37 | 0.394 | |
| Time-LLMRatio=10%2026.05 | 0.37 | 0.394 | |
| Time-LLMPrediction Length=Avg2026.05 | 0.37 | 0.394 | |
| GPT4TSForecasting Horizon (H)=Avg2026.05 | 0.397 | 0.421 | |
| GPT4TSRatio=10%2026.05 | 0.397 | 0.421 | |
| GPT-4TSPrediction Length=Avg2026.05 | 0.397 | 0.421 | |
| PatchTSTForecasting Horizon (H)=Avg2026.05 | 0.415 | 0.431 | |
| PatchTSTRatio=10%2026.05 | 0.415 | 0.431 | |
| PatchTSTPrediction Length=Avg2026.05 | 0.415 | 0.431 | |
| StationaryPrediction Length=Avg2026.05 | 0.462 | 0.455 | |
| FEDformerForecasting Horizon (H)=Avg2026.05 | 0.466 | 0.475 | |
| FEDformerRatio=10%2026.05 | 0.466 | 0.475 | |
| FEDformerPrediction Length=Avg2026.05 | 0.466 | 0.475 | |
| TimesNetForecasting Horizon (H)=Avg2026.05 | 0.479 | 0.465 | |
| TimesNetRatio=10%2026.05 | 0.479 | 0.465 | |
| TimesNetPrediction Length=Avg2026.05 | 0.479 | 0.465 | |
| iTransformerPrediction Length=Avg2026.05 | 0.489 | 0.483 | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.605 | 0.538 | |
| DLinearRatio=10%2026.05 | 0.605 | 0.538 | |
| DLinearPrediction Length=Avg2026.05 | 0.605 | 0.538 | |
| InformerForecasting Horizon (H)=Avg2026.05 | 3.872 | 1.513 | |
| InformerRatio=10%2026.05 | 3.872 | 1.513 |