Long-term Forecasting on Weather (RMSE)
0.433RMSETSRating
Evaluation Results
| Method | Links | |
|---|---|---|
| TSRatingModel=TimeMixer, Selection method=TSRating2025.06 | 0.433 | |
| TSRatingModel=iTransformer, Selection method=TSRating2025.06 | 0.444 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 0.45 | |
| DataShapleyModel=iTransformer, Selection method=DataShapley2025.06 | 0.452 | |
| TimeInfModel=iTransformer, Selection method=TimeInf2025.06 | 0.454 | |
| DataShapleyModel=PatchTST2025.06 | 0.457 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 0.457 | |
| TimeInfModel=TimeMixer, Selection method=TimeInf2025.06 | 0.461 | |
| DataShapleyModel=TimeMixer, Selection method=DataShapley2025.06 | 0.466 | |
| TSRatingModel=PatchTST2025.06 | 0.467 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 0.467 | |
| RandomModel=PatchTST2025.06 | 0.474 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 0.474 | |
| KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.06 | 0.489 | |
| DataOobModel=TimeMixer, Selection method=DataOob2025.06 | 0.496 | |
| RandomModel=iTransformer, Selection method=Random2025.06 | 0.509 | |
| TimeInfModel=PatchTST2025.06 | 0.51 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 0.51 | |
| KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.06 | 0.517 | |
| RandomModel=TimeMixer, Selection method=Random2025.06 | 0.537 | |
| KNNShapleyModel=PatchTST2025.06 | 0.553 | |
| DataOobModel=PatchTST2025.06 | 0.558 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 0.558 | |
| DataOobModel=iTransformer, Selection method=DataOob2025.06 | 0.569 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 0.593 | |
| TSRatingModel=Linear2025.06 | 0.611 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 0.611 | |
| TimeInfModel=Linear2025.06 | 0.616 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 0.616 | |
| KNNShapleyModel=Linear2025.06 | 0.625 | |
| DataOobModel=Linear2025.06 | 0.638 | |
| DataShapleyModel=Linear2025.06 | 0.638 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 0.638 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 0.638 | |
| RandomModel=Linear2025.06 | 0.665 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 0.665 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 0.723 | |
| TSRatingModel=CNN2025.06 | 0.734 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 0.734 | |
| DataOobModel=CNN2025.06 | 0.737 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 0.737 | |
| TimeInfModel=CNN2025.06 | 0.758 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 0.758 | |
| KNNShapleyModel=CNN2025.06 | 0.763 | |
| DataShapleyModel=CNN2025.06 | 0.767 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 0.767 | |
| RandomModel=CNN2025.06 | 0.769 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 0.769 |