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ResearchFormerly WizWand

Long-term forecasting on Traffic (RMSE)

0.27RMSETSRating
0.241640.433070.62450.81593Jun 2, 2025Aug 1, 2025Oct 1, 2025Dec 1, 2025Jan 31, 2026Apr 2, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TSRatingModel=iTransformer, Selection method=TSRating2025.060.27
DataOobModel=iTransformer, Selection method=DataOob2025.060.275
KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.060.276
TimeInfModel=iTransformer, Selection method=TimeInf2025.060.277
TSRatingModel=TimeMixer, Selection method=TSRating2025.060.282
DataShapleyModel=iTransformer, Selection method=DataShapley2025.060.285
KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.060.285
RandomModel=iTransformer, Selection method=Random2025.060.288
DataShapleyModel=TimeMixer, Selection method=DataShapley2025.060.302
TimeInfModel=TimeMixer, Selection method=TimeInf2025.060.308
RandomModel=TimeMixer, Selection method=Random2025.060.311
DataOobModel=TimeMixer, Selection method=DataOob2025.060.317
TSQAgentModel=PatchTST, Data Budget=50%2026.060.348
TimeInfModel=PatchTST, Data Budget=50%2026.060.351
TSRatingModel=PatchTST, Data Budget=50%2026.060.351
RandomModel=PatchTST, Data Budget=50%2026.060.361
DataShapleyModel=PatchTST, Data Budget=50%2026.060.361
DataOobModel=PatchTST, Data Budget=50%2026.060.362
TSQAgentModel=CNN, Data Budget=50%2026.060.412
TSRatingModel=CNN, Data Budget=50%2026.060.428
DataShapleyModel=CNN, Data Budget=50%2026.060.475
RandomModel=CNN, Data Budget=50%2026.060.504
TimeInfModel=CNN, Data Budget=50%2026.060.505
DataOobModel=CNN, Data Budget=50%2026.060.552
TimeInfModel=Linear, Data Budget=50%2026.060.609
TSQAgentModel=Linear, Data Budget=50%2026.060.611
TSRatingModel=Linear, Data Budget=50%2026.060.683
DataOobModel=Linear, Data Budget=50%2026.060.761
DataShapleyModel=Linear, Data Budget=50%2026.060.956
RandomModel=Linear, Data Budget=50%2026.060.979