Long-term time-series forecasting on Weather (MSE, MAE)
0.208MSELightGTS-mini
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LightGTS-mini2025.08 | 0.208 | 0.256 | |
| FlowStateModel parameters=10.6M, Context length=4k, Zero-shot=true2025.08 | 0.211 | 0.236 | |
| DMSCPrediction Length=Avg, Look-back Length=962025.08 | 0.233 | 0.269 | |
| TimeXerPrediction Length=Avg, Look-back Length=962025.08 | 0.242 | 0.272 | |
| iTransformer2025.08 | 0.258 | 0.278 | |
| MOIRAI-L2025.08 | 0.259 | 0.275 | |
| PatchTST2025.08 | 0.259 | 0.281 | |
| AMDPrediction Length=Avg, Look-back Length=962025.08 | 0.271 | 0.291 |