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Classification on UCI sonar (test)

0.469NLLLaplace
0.464280.496140.5280.55986May 8, 2026

Evaluation results

MethodLinks
LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.469
OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.48
VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.48
OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.496
Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.515
Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.524
DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.54
CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.587