Classification on Australian (UCI) (test)
0.343NLLDeepEns(M=5)
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepEns(M=5)Inference cost=multi-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.343 | |
| Ordinal-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.349 | |
| LaplaceInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.35 | |
| Ordinal-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.351 | |
| CE-softmaxInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.353 | |
| OvA-V2Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.355 | |
| OvA-V3Inference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.361 | |
| VBLLInference cost=single-pass, Backbone=single hidden layer width H=50, tanh activations, Seeds=202026.05 | 0.409 | |
| RIEM-LAPrior precision=optimized, Number of MC samples=302023.06 | 0.541 | |
| LINEARIZED LAPrior precision=optimized, Number of MC samples=302023.06 | 0.57 | |
| VANILLA LAPrior precision=optimized, Number of MC samples=302023.06 | 0.684 | |
| RLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 0.712 | |
| LINLANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 0.789 | |
| LINEARIZED RIEM-LAPrior precision=optimized, Number of MC samples=302023.06 | 0.833 | |
| DIMSNumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 1.258 | |
| MAPPrior precision=optimized, Number of MC samples=302023.06 | 1.306 | |
| LANumber of samples (S)=30, Number of seeds=5, backbone=3-layer network, hidden units=16, activations=SiLU, dropout=50%2026.05 | 6.577 |