Long-term Forecasting on Exchange Rate (ExRate)
0.212RMSEDataShapley
Evaluation Results
| Method | Links | |
|---|---|---|
| DataShapleyModel=PatchTST2025.06 | 0.212 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 0.212 | |
| TSRatingModel=PatchTST2025.06 | 0.213 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 0.213 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 0.214 | |
| TimeInfModel=PatchTST2025.06 | 0.22 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 0.22 | |
| RandomModel=PatchTST2025.06 | 0.222 | |
| TSRatingModel=TimeMixer, Selection method=TSRating2025.06 | 0.222 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 0.222 | |
| TimeInfModel=TimeMixer, Selection method=TimeInf2025.06 | 0.224 | |
| DataOobModel=PatchTST2025.06 | 0.226 | |
| DataOobModel=TimeMixer, Selection method=DataOob2025.06 | 0.226 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 0.226 | |
| TSRatingModel=iTransformer, Selection method=TSRating2025.06 | 0.227 | |
| RandomModel=TimeMixer, Selection method=Random2025.06 | 0.235 | |
| DataShapleyModel=TimeMixer, Selection method=DataShapley2025.06 | 0.238 | |
| DataOobModel=iTransformer, Selection method=DataOob2025.06 | 0.246 | |
| TimeInfModel=iTransformer, Selection method=TimeInf2025.06 | 0.249 | |
| KNNShapleyModel=PatchTST2025.06 | 0.251 | |
| RandomModel=iTransformer, Selection method=Random2025.06 | 0.267 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 0.27 | |
| TimeInfModel=Linear2025.06 | 0.272 | |
| DataShapleyModel=iTransformer, Selection method=DataShapley2025.06 | 0.272 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 0.272 | |
| TSRatingModel=Linear2025.06 | 0.275 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 0.275 | |
| KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.06 | 0.28 | |
| KNNShapleyModel=Linear2025.06 | 0.29 | |
| KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.06 | 0.316 | |
| DataOobModel=Linear2025.06 | 0.318 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 0.318 | |
| DataShapleyModel=Linear2025.06 | 0.323 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 0.323 | |
| RandomModel=Linear2025.06 | 0.356 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 0.356 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 1.371 | |
| TSRatingModel=CNN2025.06 | 1.429 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 1.429 | |
| RandomModel=CNN2025.06 | 1.474 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 1.474 | |
| KNNShapleyModel=CNN2025.06 | 1.5 | |
| TimeInfModel=CNN2025.06 | 1.515 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 1.515 | |
| DataOobModel=CNN2025.06 | 1.527 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 1.527 | |
| DataShapleyModel=CNN2025.06 | 1.598 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 1.598 |