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ResearchFormerly WizWand

Multivariate-to-Univariate Forecasting on ETTm2

0.06MSEPAMNet
0.054880.089440.1240.15856May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PAMNetPrediction Length=962026.050.060.176
TQNetPrediction Length=962026.050.0640.181
CrossLinearPrediction Length=962026.050.0640.18
TimeXerPrediction Length=962026.050.0670.18
iTransformerPrediction Length=962026.050.0710.194
PAMNetPrediction Length=1922026.050.0920.225
TQNetPrediction Length=1922026.050.0970.231
CrossLinearPrediction Length=1922026.050.0980.232
TimeXerPrediction Length=1922026.050.1010.236
iTransformerPrediction Length=1922026.050.1080.247
PAMNetPrediction Length=Avg2026.050.1120.248
TQNetPrediction Length=Avg2026.050.1180.254
CrossLinearPrediction Length=Avg2026.050.1180.254
TimeXerPrediction Length=Avg2026.050.120.258
PAMNetPrediction Length=3362026.050.1210.269
iTransformerPrediction Length=Avg2026.050.1270.267
TQNetPrediction Length=3362026.050.1280.272
CrossLinearPrediction Length=3362026.050.1280.271
TimeXerPrediction Length=3362026.050.130.275
iTransformerPrediction Length=3362026.050.140.288
PAMNetPrediction Length=7202026.050.1740.321
TQNetPrediction Length=7202026.050.1810.33
TimeXerPrediction Length=7202026.050.1820.332
CrossLinearPrediction Length=7202026.050.1830.332
iTransformerPrediction Length=7202026.050.1880.34