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ResearchFormerly WizWand

Classification on Magic (test)

0.32NLLCollapsed-ILR
0.310880.372440.4340.49556Mar 17, 2026Mar 25, 2026Apr 3, 2026Apr 12, 2026Apr 20, 2026Apr 29, 2026May 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Collapsed-ILRNorm=Z-score, lambda=0.95, LR=0.012026.030.32872
GPDNorm=Z-score, alpha_epsilon=0.1, LR=0.012026.030.33873
SVGPCNorm=Z-score, LR=0.012026.030.33863
Uncollapsed-ILRNorm=Z-score, LR=0.012026.030.33862
DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.335——
Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.348——
OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.348——
LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.348——
OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.349——
CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.349——
Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.35——
LSMNorm=[−1, 1], LR=0.012026.030.438210
BSMNorm=Z-score, LR=0.0012026.030.468617
VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.548——
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—