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ResearchFormerly WizWand

Time-series Imputation on Weather (RMSE)

84.787RMSESAITS
76.90624130.10137183.2965236.49163Dec 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SAITSMissing Pattern=Point, Missing Ratio=0.12025.1284.787
FADTIMissing Pattern=Time, Missing Ratio=0.52025.1289.942
MTSCIMissing Pattern=Point, Missing Ratio=0.52025.1291.81
TimesNetMissing Pattern=Time, Missing Ratio=0.52025.1292.487
TimesNetMissing Pattern=Point, Missing Ratio=0.52025.1292.576
CSDIMissing Pattern=Point, Missing Ratio=0.12025.1292.844
MTSCIMissing Pattern=Point, Missing Ratio=0.12025.1293.834
FADTIMissing Pattern=Point, Missing Ratio=0.52025.1293.906
CSDIMissing Pattern=Point, Missing Ratio=0.52025.1295.956
BRITSMissing Pattern=Time, Missing Ratio=0.12025.1297.142
BRITSMissing Pattern=Time, Missing Ratio=0.52025.1298.085
TimesNetMissing Pattern=Point, Missing Ratio=0.12025.1298.492
BRITSMissing Pattern=Point, Missing Ratio=0.12025.1298.494
BRITSMissing Pattern=Point, Missing Ratio=0.52025.1298.511
TimesNetMissing Pattern=Time, Missing Ratio=0.12025.1299.691
TimeMixer++Missing Pattern=Time, Missing Ratio=0.52025.12109.648
TimeMixer++Missing Pattern=Time, Missing Ratio=0.12025.12109.739
SAITSMissing Pattern=Point, Missing Ratio=0.52025.12125.58
MTSCIMissing Pattern=Time, Missing Ratio=0.52025.12127.124
CSDIMissing Pattern=Time, Missing Ratio=0.52025.12129.377
MTSCIMissing Pattern=Time, Missing Ratio=0.12025.12134.011
CSDIMissing Pattern=Time, Missing Ratio=0.12025.12134.245
FADTIMissing Pattern=Time, Missing Ratio=0.12025.12142.726
TimeMixer++Missing Pattern=Point, Missing Ratio=0.12025.12146.172
TimeMixer++Missing Pattern=Point, Missing Ratio=0.52025.12162.833
FADTIMissing Pattern=Point, Missing Ratio=0.12025.12165.712
TimeMixerMissing Pattern=Time, Missing Ratio=0.52025.12173.087
TimeMixerMissing Pattern=Time, Missing Ratio=0.12025.12175.149
TimeMixerMissing Pattern=Point, Missing Ratio=0.52025.12179.092
TimeMixerMissing Pattern=Point, Missing Ratio=0.12025.12180.488
SAITSMissing Pattern=Time, Missing Ratio=0.52025.12281.272
SAITSMissing Pattern=Time, Missing Ratio=0.12025.12281.806