Time-series Forecasting on Weather 5% data
0.211MSESSDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SSDAforecast_horizon=192, training_data_ratio=5%2026.05 | 0.211 | 0.254 | |
| Time-VLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.216 | 0.263 | |
| Time-LLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.224 | 0.271 | |
| VisionTSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.225 | 0.275 | |
| GPT4TSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.227 | 0.276 | |
| DLinearforecast_horizon=192, training_data_ratio=5%2026.05 | 0.228 | 0.283 | |
| PatchTSTforecast_horizon=192, training_data_ratio=5%2026.05 | 0.23 | 0.277 | |
| SSDARatio=5%2026.05 | 0.244 | 0.275 | |
| Time-VLMRatio=5%2026.05 | 0.246 | 0.284 | |
| VisionTSRatio=5%2026.05 | 0.255 | 0.296 | |
| TIME-LLMParameters (M)=6.46, Memory (MiB)=3907, Eff.*MSE=0.39, Eff.*MAE=0.38, Few-shot (5% data)=true2026.03 | 0.26 | 0.31 | |
| Time-LLMRatio=5%2026.05 | 0.26 | 0.309 | |
| GPT4TSRatio=5%2026.05 | 0.263 | 0.301 | |
| DLinearRatio=5%2026.05 | 0.263 | 0.308 | |
| FEDformerforecast_horizon=192, training_data_ratio=5%2026.05 | 0.265 | 0.317 | |
| PatchTSTRatio=5%2026.05 | 0.269 | 0.303 | |
| One-for-AllParameters (M)=0.55, Memory (MiB)=2.2, Eff.*MSE=3.92, Eff.*MAE=4.17, Few-shot (5% data)=true2026.03 | 0.27 | 0.3 | |
| GPT4TSParameters (M)=11.7, Memory (MiB)=371.0, Eff.*MSE=0.20, Eff.*MAE=0.20, Few-shot (5% data)=true2026.03 | 0.27 | 0.3 | |
| TimesNetforecast_horizon=192, training_data_ratio=5%2026.05 | 0.272 | 0.307 | |
| TimesNetRatio=5%2026.05 | 0.298 | 0.318 | |
| TimesNetParameters (M)=0.63, Memory (MiB)=2.9, Eff.*MSE=2.89, Eff.*MAE=3.39, Few-shot (5% data)=true2026.03 | 0.3 | 0.32 | |
| FEDformerRatio=5%2026.05 | 0.309 | 0.353 | |
| EFDformerParameters (M)=16.8, Memory (MiB)=87.8, Eff.*MSE=0.12, Eff.*MAE=0.13, Few-shot (5% data)=true2026.03 | 0.31 | 0.35 | |
| AutoformerParameters (M)=10.53, Memory (MiB)=62.6, Eff.*MSE=0.18, Eff.*MAE=0.20, Few-shot (5% data)=true2026.03 | 0.31 | 0.35 | |
| TStationaryParameters (M)=2.02, Memory (MiB)=13.2, Eff.*MSE=0.84, Eff.*MAE=1.03, Few-shot (5% data)=true2026.03 | 0.33 | 0.33 | |
| ETSformerParameters (M)=5.28, Memory (MiB)=31.4, Eff.*MSE=0.24, Eff.*MAE=0.29, Few-shot (5% data)=true2026.03 | 0.33 | 0.37 | |
| ReformerParameters (M)=5.80, Memory (MiB)=33.4, Eff.*MSE=0.09, Eff.*MAE=0.17, Few-shot (5% data)=true2026.03 | 0.45 | 0.45 | |
| InformerRatio=5%2026.05 | 0.584 | 0.527 | |
| InformerParameters (M)=11.33, Memory (MiB)=65.8, Eff.*MSE=0.04, Eff.*MAE=0.08, Few-shot (5% data)=true2026.03 | 0.59 | 0.53 | |
| Informerforecast_horizon=192, training_data_ratio=5%2026.05 | 0.62 | 0.545 |