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ResearchFormerly WizWand

Long-term forecasting on Electricity (RMSE)

0.3RMSETSRating
0.247640.601070.95451.30793Jun 2, 2025Aug 1, 2025Oct 1, 2025Dec 1, 2025Jan 31, 2026Apr 2, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TSRatingModel=iTransformer, Selection method=TSRating2025.060.3
TimeInfModel=iTransformer, Selection method=TimeInf2025.060.307
DataOobModel=iTransformer, Selection method=DataOob2025.060.309
DataShapleyModel=iTransformer, Selection method=DataShapley2025.060.316
KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.060.321
RandomModel=iTransformer, Selection method=Random2025.060.342
TSRatingModel=TimeMixer, Selection method=TSRating2025.060.345
DataShapleyModel=TimeMixer, Selection method=DataShapley2025.060.396
DataShapleyModel=PatchTST, Data Budget=50%2026.060.396
TSRatingModel=PatchTST, Data Budget=50%2026.060.397
TimeInfModel=TimeMixer, Selection method=TimeInf2025.060.404
TSQAgentModel=PatchTST, Data Budget=50%2026.060.405
RandomModel=TimeMixer, Selection method=Random2025.060.406
RandomModel=PatchTST, Data Budget=50%2026.060.406
TimeInfModel=PatchTST, Data Budget=50%2026.060.415
DataOobModel=TimeMixer, Selection method=DataOob2025.060.416
DataOobModel=PatchTST, Data Budget=50%2026.060.416
KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.060.434
TSQAgentModel=Linear, Data Budget=50%2026.061.273
TSRatingModel=Linear, Data Budget=50%2026.061.39
TimeInfModel=Linear, Data Budget=50%2026.061.391
TSQAgentModel=CNN, Data Budget=50%2026.061.419
TSRatingModel=CNN, Data Budget=50%2026.061.511
DataShapleyModel=CNN, Data Budget=50%2026.061.529
TimeInfModel=CNN, Data Budget=50%2026.061.53
DataOobModel=Linear, Data Budget=50%2026.061.539
DataShapleyModel=Linear, Data Budget=50%2026.061.58
RandomModel=CNN, Data Budget=50%2026.061.592
RandomModel=Linear, Data Budget=50%2026.061.601
DataOobModel=CNN, Data Budget=50%2026.061.609