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ResearchFormerly WizWand

Long-term Forecasting on Weather (RMSE)

0.433RMSETSRating
0.419560.510280.6010.69172Jun 2, 2025Aug 1, 2025Oct 1, 2025Dec 1, 2025Jan 31, 2026Apr 2, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TSRatingModel=TimeMixer, Selection method=TSRating2025.060.433
TSRatingModel=iTransformer, Selection method=TSRating2025.060.444
TSQAgentModel=PatchTST, Data Budget=50%2026.060.45
DataShapleyModel=iTransformer, Selection method=DataShapley2025.060.452
TimeInfModel=iTransformer, Selection method=TimeInf2025.060.454
DataShapleyModel=PatchTST2025.060.457
DataShapleyModel=PatchTST, Data Budget=50%2026.060.457
TimeInfModel=TimeMixer, Selection method=TimeInf2025.060.461
DataShapleyModel=TimeMixer, Selection method=DataShapley2025.060.466
TSRatingModel=PatchTST2025.060.467
TSRatingModel=PatchTST, Data Budget=50%2026.060.467
RandomModel=PatchTST2025.060.474
RandomModel=PatchTST, Data Budget=50%2026.060.474
KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.060.489
DataOobModel=TimeMixer, Selection method=DataOob2025.060.496
RandomModel=iTransformer, Selection method=Random2025.060.509
TimeInfModel=PatchTST2025.060.51
TimeInfModel=PatchTST, Data Budget=50%2026.060.51
KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.060.517
RandomModel=TimeMixer, Selection method=Random2025.060.537
KNNShapleyModel=PatchTST2025.060.553
DataOobModel=PatchTST2025.060.558
DataOobModel=PatchTST, Data Budget=50%2026.060.558
DataOobModel=iTransformer, Selection method=DataOob2025.060.569
TSQAgentModel=Linear, Data Budget=50%2026.060.593
TSRatingModel=Linear2025.060.611
TSRatingModel=Linear, Data Budget=50%2026.060.611
TimeInfModel=Linear2025.060.616
TimeInfModel=Linear, Data Budget=50%2026.060.616
KNNShapleyModel=Linear2025.060.625
DataOobModel=Linear2025.060.638
DataShapleyModel=Linear2025.060.638
DataOobModel=Linear, Data Budget=50%2026.060.638
DataShapleyModel=Linear, Data Budget=50%2026.060.638
RandomModel=Linear2025.060.665
RandomModel=Linear, Data Budget=50%2026.060.665
TSQAgentModel=CNN, Data Budget=50%2026.060.723
TSRatingModel=CNN2025.060.734
TSRatingModel=CNN, Data Budget=50%2026.060.734
DataOobModel=CNN2025.060.737
DataOobModel=CNN, Data Budget=50%2026.060.737
TimeInfModel=CNN2025.060.758
TimeInfModel=CNN, Data Budget=50%2026.060.758
KNNShapleyModel=CNN2025.060.763
DataShapleyModel=CNN2025.060.767
DataShapleyModel=CNN, Data Budget=50%2026.060.767
RandomModel=CNN2025.060.769
RandomModel=CNN, Data Budget=50%2026.060.769