Performance Prediction on Small CNN Zoo ReLU subset (test)
0.926Kendall’s TauHNP
Evaluation Results
| Method | Links | |
|---|---|---|
| HNPAugment setting=No augment2026.04 | 0.926 | |
| Monomial-NFN QuasiAugment setting=No augment, parameters=+3.89%2026.04 | 0.926 | |
| Monomial-NFN QuasiAugment setting=U[1, 10^1], parameters=+3.89%2026.04 | 0.924 | |
| Monomial-NFN QuasiAugment setting=U[1, 10^2], parameters=+3.89%2026.04 | 0.924 | |
| Monomial-NFN QuasiAugment setting=U[1, 10^4], parameters=+3.89%2026.04 | 0.924 | |
| Monomial-NFN largeAugment setting=No augment, parameters=+68.65%2026.04 | 0.923 | |
| Monomial-NFN QuasiAugment setting=U[1, 10^3], parameters=+3.89%2026.04 | 0.923 | |
| Monomial-NFNAugment setting=No augment2026.04 | 0.922 | |
| NPAugment setting=No augment2026.04 | 0.92 | |
| Monomial-NFNAugment setting=U[1, 10^1]2026.04 | 0.92 | |
| Monomial-NFNAugment setting=U[1, 10^3]2026.04 | 0.92 | |
| Monomial-NFNAugment setting=U[1, 10^4]2026.04 | 0.92 | |
| Monomial-NFN largeAugment setting=U[1, 10^1], parameters=+68.65%2026.04 | 0.92 | |
| Monomial-NFN largeAugment setting=U[1, 10^2], parameters=+68.65%2026.04 | 0.92 | |
| Monomial-NFN largeAugment setting=U[1, 10^4], parameters=+68.65%2026.04 | 0.92 | |
| Monomial-NFNAugment setting=U[1, 10^2]2026.04 | 0.919 | |
| Monomial-NFN largeAugment setting=U[1, 10^3], parameters=+68.65%2026.04 | 0.919 | |
| STATNetAugment setting=No augment2026.04 | 0.915 | |
| HNPAugment setting=U[1, 10^1]2026.04 | 0.913 | |
| HNPAugment setting=U[1, 10^2]2026.04 | 0.903 | |
| NPAugment setting=U[1, 10^1]2026.04 | 0.9 | |
| NPAugment setting=U[1, 10^2]2026.04 | 0.898 | |
| Graph-NNAugment setting=No augment2026.04 | 0.897 | |
| STATNetAugment setting=U[1, 10^1]2026.04 | 0.894 | |
| Graph-NNAugment setting=U[1, 10^1]2026.04 | 0.892 | |
| HNPAugment setting=U[1, 10^3]2026.04 | 0.891 | |
| Graph-NNAugment setting=U[1, 10^2]2026.04 | 0.885 | |
| NPAugment setting=U[1, 10^3]2026.04 | 0.884 | |
| NPAugment setting=U[1, 10^4]2026.04 | 0.884 | |
| Graph-NNAugment setting=U[1, 10^3]2026.04 | 0.858 | |
| STATNetAugment setting=U[1, 10^2]2026.04 | 0.853 | |
| Graph-NNAugment setting=U[1, 10^4]2026.04 | 0.851 | |
| HNPAugment setting=U[1, 10^4]2026.04 | 0.601 | |
| STATNetAugment setting=U[1, 10^3]2026.04 | 0.523 | |
| STATNetAugment setting=U[1, 10^4]2026.04 | 0.516 |