Classification on Ionosphere (UCI) (test)
0.332NLLOrdinal-V2
Evaluation Results
| Method | Links | |
|---|---|---|
| Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.332 | |
| OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.335 | |
| Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.341 | |
| RIEM-LAPrior precision=optimized, Number of MC samples=302023.06 | 0.344 | |
| OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.344 | |
| DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.367 | |
| LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.386 | |
| VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.405 | |
| CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.413 | |
| LINEARIZED LAPrior precision=optimized, Number of MC samples=302023.06 | 0.497 | |
| LINEARIZED RIEM-LAPrior precision=optimized, Number of MC samples=302023.06 | 0.625 | |
| RLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 0.634 | |
| VANILLA LAPrior precision=optimized, Number of MC samples=302023.06 | 0.673 | |
| DIMSNumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 0.724 | |
| MAPPrior precision=optimized, Number of MC samples=302023.06 | 1.032 | |
| LINLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 2.591 | |
| LANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 11.857 |