Time Series Forecasting on Weather (MSE, MAE, DTW, TDI)
0.229MSESTaT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STaTlearning_protocol=Few-shot, training_data=10%2026.05 | 0.229 | 0.266 | 4.727 | 0.155 | |
| Time-LLMlearning_protocol=Few-shot, training_data=10%2026.05 | 0.234 | 0.273 | 4.845 | 0.158 | |
| GPT4TSlearning_protocol=Few-shot, training_data=10%2026.05 | 0.238 | 0.275 | 4.983 | 0.159 | |
| DLinearlearning_protocol=Few-shot, training_data=10%2026.05 | 0.241 | 0.283 | 5.068 | 0.171 | |
| PatchTSTlearning_protocol=Few-shot, training_data=10%2026.05 | 0.242 | 0.279 | 4.902 | 0.159 | |
| Time-VLMlearning_protocol=Few-shot, training_data=10%2026.05 | 0.245 | 0.282 | 4.961 | 0.162 | |
| TimeCMAlearning_protocol=Few-shot, training_data=10%2026.05 | 0.258 | 0.284 | 5.377 | 0.168 | |
| TimesNetlearning_protocol=Few-shot, training_data=10%2026.05 | 0.279 | 0.301 | 5.151 | 0.161 | |
| FEDformerlearning_protocol=Few-shot, training_data=10%2026.05 | 0.284 | 0.324 | 6.534 | 0.149 | |
| Stationarylearning_protocol=Few-shot, training_data=10%2026.05 | 0.318 | 0.323 | 5.154 | 0.169 |