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ResearchFormerly WizWand

Performance Prediction on Small CNN Zoo ReLU subset (test)

0.926Kendall’s TauHNP
0.49960.61030.7210.8317Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HNPAugment setting=No augment2026.040.926
Monomial-NFN QuasiAugment setting=No augment, parameters=+3.89%2026.040.926
Monomial-NFN QuasiAugment setting=U[1, 10^1], parameters=+3.89%2026.040.924
Monomial-NFN QuasiAugment setting=U[1, 10^2], parameters=+3.89%2026.040.924
Monomial-NFN QuasiAugment setting=U[1, 10^4], parameters=+3.89%2026.040.924
Monomial-NFN largeAugment setting=No augment, parameters=+68.65%2026.040.923
Monomial-NFN QuasiAugment setting=U[1, 10^3], parameters=+3.89%2026.040.923
Monomial-NFNAugment setting=No augment2026.040.922
NPAugment setting=No augment2026.040.92
Monomial-NFNAugment setting=U[1, 10^1]2026.040.92
Monomial-NFNAugment setting=U[1, 10^3]2026.040.92
Monomial-NFNAugment setting=U[1, 10^4]2026.040.92
Monomial-NFN largeAugment setting=U[1, 10^1], parameters=+68.65%2026.040.92
Monomial-NFN largeAugment setting=U[1, 10^2], parameters=+68.65%2026.040.92
Monomial-NFN largeAugment setting=U[1, 10^4], parameters=+68.65%2026.040.92
Monomial-NFNAugment setting=U[1, 10^2]2026.040.919
Monomial-NFN largeAugment setting=U[1, 10^3], parameters=+68.65%2026.040.919
STATNetAugment setting=No augment2026.040.915
HNPAugment setting=U[1, 10^1]2026.040.913
HNPAugment setting=U[1, 10^2]2026.040.903
NPAugment setting=U[1, 10^1]2026.040.9
NPAugment setting=U[1, 10^2]2026.040.898
Graph-NNAugment setting=No augment2026.040.897
STATNetAugment setting=U[1, 10^1]2026.040.894
Graph-NNAugment setting=U[1, 10^1]2026.040.892
HNPAugment setting=U[1, 10^3]2026.040.891
Graph-NNAugment setting=U[1, 10^2]2026.040.885
NPAugment setting=U[1, 10^3]2026.040.884
NPAugment setting=U[1, 10^4]2026.040.884
Graph-NNAugment setting=U[1, 10^3]2026.040.858
STATNetAugment setting=U[1, 10^2]2026.040.853
Graph-NNAugment setting=U[1, 10^4]2026.040.851
HNPAugment setting=U[1, 10^4]2026.040.601
STATNetAugment setting=U[1, 10^3]2026.040.523
STATNetAugment setting=U[1, 10^4]2026.040.516