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ResearchFormerly WizWand

Remaining Useful Life Estimation on C-MAPSS FD002 (test)

12.34RMSESTEP
9.632427.908746.18564.4613May 29, 2026May 30, 2026May 31, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.0512.34
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.0512.52
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.0512.74
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.0512.87
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.0512.94
Prob. CNN2026.0513.72
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.0514.38
RVE2026.0514.92
I-GLIDEHI Provision=true2026.0516.18
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.0517.72
PC-MambaSDEScarcity=50%2026.0618.55
MLE4X+CCF2026.0518.84
PC-MambaSDEScarcity=70%2026.0618.87
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.0519.15
PSRScarcity=50%2026.0619.24
MS-DCNN2026.0519.35
ACSSMScarcity=50%2026.0619.58
ACSSMScarcity=70%2026.0619.75
Latent-ODEScarcity=50%2026.0619.9
S-MFMLPScarcity=50%2026.0620.08
PC-MambaSDEScarcity=90%2026.0620.24
Latent-SDEScarcity=50%2026.0620.28
Latent-SDEScarcity=70%2026.0620.49
Latent-ODEScarcity=70%2026.0620.87
PSRScarcity=70%2026.0621.24
PSRScarcity=90%2026.0621.4
LSTM+MPACEScarcity=50%2026.0621.56
SSL2026.0522.73
ACSSMScarcity=90%2026.0622.75
S-MFMLPScarcity=70%2026.0623.79
Latent-SDEScarcity=90%2026.0623.79
VAE + RNN2026.0524.12
Latent-ODEScarcity=90%2026.0624.38
LSTM+GPScarcity=50%2026.0625.09
LSTM+MPACEScarcity=70%2026.0627.6
S-MFMLPScarcity=90%2026.0630.27
CNN2026.0530.29
RVR2026.0531.3
LSTM+MPACEScarcity=90%2026.0631.34
LSTM+GPScarcity=70%2026.0633.77
AERegressor Head=Transformer2026.0535.21
LSTM+GPScarcity=90%2026.0638.78
SVR2026.0542
MLP2026.0580.03