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ResearchFormerly WizWand

Imputation on Electricity

0.043MSET1
-0.010120.348440.7071.06556Feb 5, 2025Apr 10, 2025Jun 13, 2025Aug 16, 2025Oct 19, 2025Dec 22, 2025Feb 24, 2026
Updated 7mo ago

Evaluation results

MethodLinks
T1Scenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.0430.131
TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Finetuned2025.050.049—
TSPulseMasking Strategy=Block, Evaluation Protocol=Finetuned2025.050.06—
TimeMixer++Scenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.0710.172
PatchTSTAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.0720.183
ImputeFormerScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.0760.177
TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.050.077—
GTMAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.0860.202
PatchTSTScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.0890.208
iTransformerScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.090.199
GPT4TSAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.090.207
TimesNetAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.0920.21
TSPulseMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.050.097—
Non-Stationary TransformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.104—
TimesNetScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1050.225
PSW-IScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1060.208
Non-Stationary TransformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.114—
ModernTCNScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1210.253
TimesNetMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.122—
UniTSMasking Strategy=Block, Evaluation Protocol=Prompt-Tuned2025.050.126—
TimesNetMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.126—
UniTSMasking Strategy=Hybrid, Evaluation Protocol=Prompt-Tuned2025.050.13—
FedformerAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.130.259
DLinearAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.1320.26
CSDIScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1440.235
SAITSScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1520.277
BRITSScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1680.298
DLinearScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.020.1910.331
InformerAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.020.2220.328
FEDformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.050.236—
MOMENTMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.050.252—
FEDformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.050.271—
MOMENTMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.050.293—
Linear InterpolationMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.050.378—
Linear InterpolationMasking Strategy=Block, Evaluation Protocol=Statistical2025.050.797—
NaiveMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.050.808—
NaiveMasking Strategy=Block, Evaluation Protocol=Statistical2025.051.371—