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ResearchFormerly WizWand

Remaining Useful Life Estimation on C-MAPSS FD003 (test)

8.29RMSEI-GLIDE
7.12614.98322.8430.697May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
I-GLIDEHI Provision=true2026.058.29
CNN-LSTM2026.059.99
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.0511.33
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.0511.34
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.0511.48
MS-DCNN2026.0511.67
MLE4X+CCF2026.0511.83
SSL2026.0512.1
Prob. CNN2026.0512.16
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.0512.21
AERegressor Head=Transformer2026.0512.23
RVE2026.0512.51
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.0513.35
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.0513.36
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.0514.49
VAE + RNN2026.0514.88
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.0517.96
CNN2026.0519.82
SVR2026.0521.05
RVR2026.0522.37
MLP2026.0537.39