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ResearchFormerly WizWand

Time Series Imputation on Weather (MSE improvement (%))

27.78MSE Improvement (%)ALER-TI
-1.11126.389413.8921.3906Jul 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ALER-TIMissing rate (r)=0.5, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0727.78
ALER-TIMissing rate (r)=0.25, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0723.91
ALER-TIMissing rate (r)=0.375, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0723.64
ALER-TIMissing rate (r)=0.5, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0722.58
ALER-TIMissing rate (r)=0.375, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0722.22
ALER-TIMissing rate (r)=0.5, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0721.88
ALER-TIMissing rate (r)=0.25, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0719.15
ALER-TIMissing rate (r)=0.25, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0719.15
ALER-TIMissing rate (r)=0.125, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0718.75
ALER-TIMissing rate (r)=0.25, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0716.22
ALER-TIMissing rate (r)=0.5, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0716
ALER-TIMissing rate (r)=0.125, Baseline=DLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0715.79
ALER-TIMissing rate (r)=0.125, Baseline=RLinear, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0715.79
ALER-TIMissing rate (r)=0.375, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0715.38
ALER-TIMissing rate (r)=0.125, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0714.81
ALER-TIMissing rate (r)=0.125, Baseline=PatchTST, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0714.71
ALER-TIMissing rate (r)=0.125, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0713.29
ALER-TIMissing rate (r)=0.375, Baseline=Autoformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0712.12
ALER-TIMissing rate (r)=0.375, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0711.76
ALER-TIMissing rate (r)=0.375, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0711.11
ALER-TIMissing rate (r)=0.125, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0710.53
ALER-TIMissing rate (r)=0.5, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0710.53
ALER-TIMissing rate (r)=0.125, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.0710.34
ALER-TIMissing rate (r)=0.25, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.0710.34
ALER-TIMissing rate (r)=0.5, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.079.09
ALER-TIMissing rate (r)=0.5, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.078.33
ALER-TIMissing rate (r)=0.5, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.077.24
ALER-TIMissing rate (r)=0.375, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.077.14
ALER-TIMissing rate (r)=0.375, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.076.96
ALER-TIMissing rate (r)=0.125, Baseline=SAITS, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.076.9
ALER-TIMissing rate (r)=0.25, Baseline=Helix, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.076.45
ALER-TIMissing rate (r)=0.25, Baseline=Glocal-IB, Baseline type=Imputation-specialized, Input length (L)={96, 192, 336, 720}2026.076.08
ALER-TIMissing rate (r)=0.25, Baseline=Crossformer, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.075.26
ALER-TIMissing rate (r)=0.5, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.073.8
ALER-TIMissing rate (r)=0.375, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.073.6
ALER-TIMissing rate (r)=0.25, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.073.33
ALER-TIMissing rate (r)=0.25, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.073.2
ALER-TIMissing rate (r)=0.375, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.073.03
ALER-TIMissing rate (r)=0.125, Baseline=TimesNet, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.072.7
ALER-TIMissing rate (r)=0.5, Baseline=ModernTCN, Baseline type=General-purpose, Input length (L)={96, 192, 336, 720}2026.070