Classification on Magic (test)
0.32NLLCollapsed-ILR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Collapsed-ILRNorm=Z-score, lambda=0.95, LR=0.012026.03 | 0.32 | 87 | 2 | |
| GPDNorm=Z-score, alpha_epsilon=0.1, LR=0.012026.03 | 0.33 | 87 | 3 | |
| SVGPCNorm=Z-score, LR=0.012026.03 | 0.33 | 86 | 3 | |
| Uncollapsed-ILRNorm=Z-score, LR=0.012026.03 | 0.33 | 86 | 2 | |
| DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.335 | — | — | |
| Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.348 | — | — | |
| OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.348 | — | — | |
| LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.348 | — | — | |
| OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.349 | — | — | |
| CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.349 | — | — | |
| Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.35 | — | — | |
| LSMNorm=[−1, 1], LR=0.012026.03 | 0.43 | 82 | 10 | |
| BSMNorm=Z-score, LR=0.0012026.03 | 0.46 | 86 | 17 | |
| VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.548 | — | — | |
| FIGS2026.06 | — | 85.39 | — | |
| MDT+XGBmax_test_deferral_rate=25%2026.06 | — | 87.56 | — | |
| Non-Deferral Tree2026.06 | — | 85.41 | — | |
| Random Forest2026.06 | — | 87.98 | — | |
| XGBoost2026.06 | — | 88.49 | — |