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ResearchFormerly WizWand

Time Series Imputation on Exchange

0.002MSEBridge-TS-2
-0.2161.25552.7274.1985Dec 29, 2025Jan 7, 2026Jan 17, 2026Jan 26, 2026Feb 5, 2026Feb 14, 2026Feb 24, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Bridge-TS-2Ratio=12.5%2025.120.0020.025
T1Point Missing Ratio=Avg2026.020.0020.018
Bridge-TS-2Ratio=25.0%2025.120.00260.028
TimesNetRatio=12.5%2025.120.0030.031
Bridge-TS-2Ratio=37.5%2025.120.00330.032
Non-stationaryRatio=12.5%2025.120.00330.03
TimesNetRatio=25.0%2025.120.00360.035
HiSNOTMissing ratios=0.5 and 0.72026.020.0040.042
Bridge-TS-2Ratio=50.0%2025.120.00410.037
Non-stationaryRatio=25.0%2025.120.00410.037
TimesNetRatio=37.5%2025.120.00440.039
Non-stationaryRatio=37.5%2025.120.00470.0418
MAS4TSMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20242026.020.0050.041
TimesNetRatio=50.0%2025.120.0050.043
Non-stationaryRatio=50.0%2025.120.00550.045
CSDIPoint Missing Ratio=Avg2026.020.0070.054
DlinearRatio=12.5%2025.120.0250.108
LSTMMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=19972026.020.0320.123
DlinearRatio=25.0%2025.120.0330.127
PWS-IMissing ratios=0.5 and 0.72026.020.0360.03
iTransformerRatio=25.0%2025.120.0370.133
LSSLMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20222026.020.040.139
LightTSMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20222026.020.0420.142
TCNMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20192026.020.0430.146
DLinearMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20232026.020.0460.146
DlinearRatio=37.5%2025.120.05240.158
DlinearRatio=50.0%2025.120.07060.184
iTransformerRatio=12.5%2025.120.08250.21
iTransformerMissing ratios=0.5 and 0.72026.020.0870.07
FEDformerRatio=12.5%2025.120.11290.221
ETSformerMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20222026.020.1280.262
CSDIMissing ratios=0.5 and 0.72026.020.1340.15
FEDformerRatio=25.0%2025.120.18960.2951
AutoFormerRatio=12.5%2025.120.21270.349
PatchTSTMissing ratios=0.5 and 0.72026.020.2270.188
FreTSMissing ratios=0.5 and 0.72026.020.2290.189
FEDformerMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20222026.020.2410.324
FEDformerRatio=37.5%2025.120.27780.358
DLinearMissing ratios=0.5 and 0.72026.020.2880.238
AutoFormerRatio=25.0%2025.120.29810.39
ReformerMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20202026.020.3020.439
TransformerMissing ratios=0.5 and 0.72026.020.320.289
SCINetMissing ratios=0.5 and 0.72026.020.3260.269
TimesNetMissing ratios=0.5 and 0.72026.020.3720.308
AutoFormerRatio=50.0%2025.120.3860.432
PyraformerMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=2021a2026.020.3980.532
InformerMasking Ratio=Average (12.5%, 25%, 37.5%, 50%), Publication Year=20212026.020.4390.554
AutoFormerRatio=37.5%2025.120.45690.471
SinkhornMissing ratios=0.5 and 0.72026.020.7830.648
iTransformerRatio=37.5%2025.120.79980.626
TDMMissing ratios=0.5 and 0.72026.020.9690.801
SAITSMissing ratios=0.5 and 0.72026.021.0070.832
iTransformerRatio=50.0%2025.121.6550.832
FEDformerRatio=50.0%2025.125.4521.558