Model Selection on CIFAR-10 10.1 (N=21 ckpts)
0.527Spearman Correlation (ρ)ricci_only
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ricci_onlyScore=ricci_only2026.05 | 0.527 | 1.4 | 21 | 71.25 | 89.75 | 18.5 | |
| fixed_GeoScoreScore=fixed_GeoScore2026.05 | -0.588 | 5.28 | 21 | 86.25 | 89.75 | 3.5 | |
| topology_aware_fixedScore=topology_aware_fixed2026.05 | -0.904 | 1.94 | 21 | 89.75 | 89.75 | 0 | |
| torsion_onlyScore=torsion_only2026.05 | -0.913 | 7.85 | 21 | 89.75 | 89.75 | 0 | |
| TopoGeoScore_SSLScore=TopoGeoScore_SSL2026.05 | -0.945 | 1.06 | 21 | 89.75 | 89.75 | 0 |