List your company
ResearchFormerly WizWand

Time Series Imputation on ETTh1 (test)

0.0017MSEFreDF
-0.0424410.2557120.5538650.852018Nov 7, 2024Feb 16, 2025May 28, 2025Sep 7, 2025Dec 17, 2025Mar 28, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
FreDFPublication Year=20252025.120.00170.03
LHarm,lpBackbone=iTransformer2025.120.00180.0306
DLinearPublication Year=20232025.120.00230.0323
iTransformerPublication Year=20242025.120.00280.0379
TimesNetPublication Year=20232025.120.00320.0382
MICNPublication Year=20232025.120.00440.0469
FreTSPublication Year=20232025.120.01330.0805
FeDaLMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0220.09
FFTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0240.09
MomentMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0240.094
DLinearMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0270.107
SAITSmissing_pattern=5% point + 0.15% block missing2026.020.0280.109
GPT4TSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0280.105
T1missing_pattern=5% point + 0.15% block missing2026.020.030.107
FedAvgMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0340.12
ModernTCN + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.034—
TimeMixerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0360.123
CSDImissing_pattern=5% point + 0.15% block missing2026.020.0370.127
ModernTCNMissing rate (r)=0.125, Baseline type=General-purpose2026.070.037—
PatchTSTMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0470.14
Auto* + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.049—
PatchTSTmissing_pattern=5% point + 0.15% block missing2026.020.050.151
LightTSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0510.15
BRITSmissing_pattern=5% point + 0.15% block missing2026.020.0560.145
Cross* + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.059—
TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Finetuned2025.050.06—
NSMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0620.177
ImputeFormermissing_pattern=5% point + 0.15% block missing2026.020.0630.156
TimesNet + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.064—
Auto*Missing rate (r)=0.125, Baseline type=General-purpose2026.070.065—
ModernTCNmissing_pattern=5% point + 0.15% block missing2026.020.0660.172
GPT4TS2024.110.0690.173
TimesNetMissing rate (r)=0.125, Baseline type=General-purpose2026.070.069—
DLinear + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.071—
PatchTST + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.075—
TimesNet2024.110.0780.187
RLinear + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.070.078—
Peri-midFormer2024.110.0830.191
TSPulseMasking Strategy=Block, Evaluation Protocol=Finetuned2025.050.088—
AutoformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.0930.206
Non-stationary Transformer2024.110.0940.201
iTransformermissing_pattern=5% point + 0.15% block missing2026.020.0940.205
Autoformer2024.110.1030.214
TimesNetmissing_pattern=5% point + 0.15% block missing2026.020.1040.217
FedformerMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.1040.218
TimeMixer++missing_pattern=5% point + 0.15% block missing2026.020.1050.21
Helix + ALER-TIMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.105—
DLinearMissing rate (r)=0.125, Baseline type=General-purpose2026.070.106—
RLinearMissing rate (r)=0.125, Baseline type=General-purpose2026.070.107—
PatchTST2024.110.1150.224
Cross*Missing rate (r)=0.125, Baseline type=General-purpose2026.070.116—
FEDformer2024.110.1170.246
HelixMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.117—
PatchTSTMissing rate (r)=0.125, Baseline type=General-purpose2026.070.117—
TimesNetMask ratios={12.5%, 25%, 37.5%, 50%}2025.080.120.253
Non-Stationary TransformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.123—
TimesNetMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.129—
TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.050.163—
Non-Stationary TransformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.174—
SAITS + ALER-TIMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.181—
Glocal-Ib + ALER-TIMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.184—
TimesNetMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.19—
DLinearmissing_pattern=5% point + 0.15% block missing2026.020.1920.299
DLinear2024.110.2010.306
ETSformer2024.110.2020.329
Glocal-IbMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.212—
SAITSMissing rate (r)=0.125, Baseline type=Imputation-specialized2026.070.226—
TSPulseMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.050.238—
TiDEPublication Year=20232025.120.2480.3675
UniTSMasking Strategy=Hybrid, Evaluation Protocol=Prompt-Tuned2025.050.269—
FEDformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.269—
LightTS2024.110.2840.373
UniTSMasking Strategy=Block, Evaluation Protocol=Prompt-Tuned2025.050.284—
Linear InterpolationMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.050.346—
MOMENTMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.050.401—
FEDformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.416—
MOMENTMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.050.437—
AutoformerPublication Year=20212025.120.43850.4192
NaiveMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.050.675—
Linear InterpolationMasking Strategy=Block, Evaluation Protocol=Statistical2025.050.677—
FEDformerPublication Year=20222025.120.6820.3799
Pyraformer2024.110.8420.682
NaiveMasking Strategy=Block, Evaluation Protocol=Statistical2025.051.106—