Time Series Forecasting on Weather 5% train data (test)
0.171MSEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTforecast_horizon=96, training_data_ratio=5%2026.05 | 0.171 | 0.224 | |
| Time-LLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.172 | 0.263 | |
| VisionTSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.174 | 0.228 | |
| SSDAforecast_horizon=96, training_data_ratio=5%2026.05 | 0.175 | 0.224 | |
| GPT4TSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.175 | 0.23 | |
| Time-VLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.176 | 0.231 | |
| DLinearforecast_horizon=96, training_data_ratio=5%2026.05 | 0.184 | 0.242 | |
| TimesNetforecast_horizon=96, training_data_ratio=5%2026.05 | 0.207 | 0.253 | |
| FEDformerforecast_horizon=96, training_data_ratio=5%2026.05 | 0.229 | 0.309 | |
| SSDAforecast_horizon=336, training_data_ratio=5%2026.05 | 0.262 | 0.289 | |
| Time-VLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.264 | 0.298 | |
| DLinearforecast_horizon=336, training_data_ratio=5%2026.05 | 0.279 | 0.322 | |
| Time-LLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.282 | 0.321 | |
| VisionTSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.284 | 0.323 | |
| GPT4TSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.286 | 0.322 | |
| PatchTSTforecast_horizon=336, training_data_ratio=5%2026.05 | 0.294 | 0.326 | |
| TimesNetforecast_horizon=336, training_data_ratio=5%2026.05 | 0.313 | 0.328 | |
| SSDAforecast_horizon=720, training_data_ratio=5%2026.05 | 0.326 | 0.332 | |
| Time-VLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.327 | 0.342 | |
| VisionTSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.338 | 0.357 | |
| FEDformerforecast_horizon=336, training_data_ratio=5%2026.05 | 0.353 | 0.392 | |
| DLinearforecast_horizon=720, training_data_ratio=5%2026.05 | 0.364 | 0.388 | |
| Time-LLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.366 | 0.381 | |
| GPT4TSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.366 | 0.379 | |
| PatchTSTforecast_horizon=720, training_data_ratio=5%2026.05 | 0.384 | 0.387 | |
| FEDformerforecast_horizon=720, training_data_ratio=5%2026.05 | 0.391 | 0.394 | |
| TimesNetforecast_horizon=720, training_data_ratio=5%2026.05 | 0.4 | 0.385 | |
| Informerforecast_horizon=96, training_data_ratio=5%2026.05 | 0.497 | 0.497 | |
| Informerforecast_horizon=720, training_data_ratio=5%2026.05 | 0.57 | 0.522 | |
| Informerforecast_horizon=336, training_data_ratio=5%2026.05 | 0.649 | 0.547 |