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ResearchFormerly WizWand

Time Series Imputation on ETTh2 (test)

0.0027MSEFreDF
-0.1223650.7215551.5654752.409395Nov 7, 2024Feb 16, 2025May 28, 2025Sep 7, 2025Dec 17, 2025Mar 28, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
FreDFPublication Year=20252025.120.00270.0336
LHarm,lpBackbone=iTransformer2025.120.00270.0342
iTransformerPublication Year=20242025.120.00440.0438
MICNPublication Year=20232025.120.00480.0502
TimesNetPublication Year=20232025.120.00540.0472
FFTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0170.074
FeDaLMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0180.071
DLinearPublication Year=20232025.120.02050.1036
MomentMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0210.08
GPT4TSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0210.084
DLinearMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0220.088
FedAvgMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0260.098
T1missing_pattern=5% point + 0.15% block missing2026.020.0270.092
TimeMixerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0280.102
PatchTSTMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0290.102
LightTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0290.105
PatchTSTmissing_pattern=5% point + 0.15% block missing2026.020.0390.125
ModernTCN + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.039—
FedformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0460.151
FreTSPublication Year=20232025.120.04720.1361
GPT4TS2024.110.0480.141
ModernTCNmissing_pattern=5% point + 0.15% block missing2026.020.0480.138
TimesNet2024.110.0490.146
ModernTCN + ALER-TIMissing rate (r)=0.5, Baseline type=General-purpose2026.070.052—
Non-stationary Transformer2024.110.0530.152
Peri-midFormer2024.110.0540.146
Autoformer2024.110.0550.156
TimesNetmissing_pattern=5% point + 0.15% block missing2026.020.0550.156
iTransformermissing_pattern=5% point + 0.15% block missing2026.020.060.152
TimeMixer++missing_pattern=5% point + 0.15% block missing2026.020.0620.153
PatchTST2024.110.0650.163
CSDImissing_pattern=5% point + 0.15% block missing2026.020.0740.112
DLinearmissing_pattern=5% point + 0.15% block missing2026.020.0780.184
AutoformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0960.208
NSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.1010.215
LightTS2024.110.1190.25
BRITSmissing_pattern=5% point + 0.15% block missing2026.020.1330.25
DLinear2024.110.1420.259
SAITSmissing_pattern=5% point + 0.15% block missing2026.020.1450.26
FEDformer2024.110.1630.279
ImputeFormermissing_pattern=5% point + 0.15% block missing2026.020.1790.228
TimesNetMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.2080.327
ETSformer2024.110.3670.436
TiDEPublication Year=20232025.120.71690.5662
Pyraformer2024.111.0790.792
AutoformerPublication Year=20212025.121.45490.8442
FEDformerPublication Year=20222025.123.12831.3174