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ResearchFormerly WizWand

Downstream performance prediction on HI (Hill-Valley) corrupted with Laplace noise

81.6Downstream Performance1L Lasso + MLP
73.59275.67177.7579.829Nov 10, 2023
Updated 8mo ago

Evaluation results

MethodLinks
1L Lasso + MLPCorruption percentage (%)=502023.1181.63.09
Deep Lasso + MLPCorruption percentage (%)=502023.1181.61.91
1L Lasso + MLPCorruption percentage (%)=752023.1181.43.73
AM + MLPCorruption percentage (%)=502023.1181.33.91
XGBoost + MLPCorruption percentage (%)=502023.1181.32.64
LassoNet + MLPCorruption percentage (%)=502023.1181.24.45
Deep Lasso + MLPCorruption percentage (%)=752023.1181.22
Lasso + MLPCorruption percentage (%)=752023.1181.14.36
Univariate + MLPCorruption percentage (%)=502023.11817
Lasso + MLPCorruption percentage (%)=502023.11816.55
AGL + MLPCorruption percentage (%)=502023.11813.36
RF + MLPCorruption percentage (%)=502023.11815
AGL + MLPCorruption percentage (%)=752023.11813.09
XGBoost + MLPCorruption percentage (%)=752023.11812
LassoNet + MLPCorruption percentage (%)=752023.1180.75.09
RF + MLPCorruption percentage (%)=752023.1180.54.45
No FS + MLPCorruption percentage (%)=502023.1180.48.27
No FS + MLPCorruption percentage (%)=752023.1178.67.73
Univariate + MLPCorruption percentage (%)=752023.1173.97.64