List your company
ResearchFormerly WizWand

Time Series Imputation on ETTm2 (test)

0.0027MSELHarm,lp
-0.1213740.7159881.553352.390712Nov 7, 2024Feb 16, 2025May 28, 2025Sep 7, 2025Dec 17, 2025Mar 28, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
LHarm,lpBackbone=iTransformer2025.120.00270.0332
FreDFPublication Year=20252025.120.00320.0358
iTransformerPublication Year=20242025.120.00330.0367
MICNPublication Year=20232025.120.00370.0424
T1missing_pattern=5% point + 0.15% block missing2026.020.0160.059
ModernTCN + ALER-TIMissing rate (r)=0.25, Baseline type=General-purpose2026.070.02—
GPT4TS2024.110.0210.084
TimesNet2024.110.0220.088
ModernTCNmissing_pattern=5% point + 0.15% block missing2026.020.0240.09
PatchTSTmissing_pattern=5% point + 0.15% block missing2026.020.0240.081
DLinearPublication Year=20232025.120.02410.0994
TimesNetPublication Year=20232025.120.02450.1036
Peri-midFormer2024.110.0250.087
Non-stationary Transformer2024.110.0260.099
iTransformermissing_pattern=5% point + 0.15% block missing2026.020.0280.099
TimesNetmissing_pattern=5% point + 0.15% block missing2026.020.0280.095
PatchTST2024.110.0290.102
Autoformer2024.110.0290.105
TimeMixer++missing_pattern=5% point + 0.15% block missing2026.020.0290.094
FreTSPublication Year=20232025.120.03290.1334
FeDaLMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0340.106
TimeMixerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0380.12
MomentMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0420.13
LightTS2024.110.0460.151
FFTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0460.135
DLinearmissing_pattern=5% point + 0.15% block missing2026.020.0470.141
CSDImissing_pattern=5% point + 0.15% block missing2026.020.0480.07
GPT4TSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0480.141
DLinearMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0490.146
LightTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0550.156
FedAvgMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0620.154
PatchTSTMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0650.163
SAITSmissing_pattern=5% point + 0.15% block missing2026.020.0750.164
BRITSmissing_pattern=5% point + 0.15% block missing2026.020.0820.181
DLinear2024.110.0960.208
FEDformer2024.110.1010.215
ImputeFormermissing_pattern=5% point + 0.15% block missing2026.020.1180.144
FedformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.1190.25
AutoformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.1420.259
NSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.1630.279
ETSformer2024.110.2080.327
TimesNetMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.3670.436
Pyraformer2024.110.4650.508
TiDEPublication Year=20232025.120.93780.6689
AutoformerPublication Year=20212025.121.41660.8125
FEDformerPublication Year=20222025.123.1041.3136