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ResearchFormerly WizWand

Classification on Ionosphere (UCI) (test)

0.332NLLOrdinal-V2
-0.1292.982756.09459.20625Jun 12, 2023Dec 6, 2023Jun 1, 2024Nov 26, 2024May 23, 2025Nov 17, 2025May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.332
OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.335
Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.341
RIEM-LAPrior precision=optimized, Number of MC samples=302023.060.344
OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.344
DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.367
LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.386
VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.405
CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.050.413
LINEARIZED LAPrior precision=optimized, Number of MC samples=302023.060.497
LINEARIZED RIEM-LAPrior precision=optimized, Number of MC samples=302023.060.625
RLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.050.634
VANILLA LAPrior precision=optimized, Number of MC samples=302023.060.673
DIMSNumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.050.724
MAPPrior precision=optimized, Number of MC samples=302023.061.032
LINLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.052.591
LANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.0511.857