Uncertainty Quantification on CIFAR10
0.256NLLlowrank-KFAC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| lowrank-KFACs=10002025.02 | 0.256 | 0.025 | 0.122 | |
| lowrank-KFACs=6702025.02 | 0.258 | 0.026 | 0.122 | |
| lowrank-KFACs=4502025.02 | 0.259 | 0.027 | 0.122 | |
| lowrank-KFACSubspace size (s)=4502025.02 | 0.259 | 0.027 | 0.122 | |
| lowrank-KFACs=2302025.02 | 0.261 | 0.029 | 0.122 | |
| lowrank-KFACs=1202025.02 | 0.263 | 0.029 | 0.123 | |
| lowrank-KFACSubspace size (s)=1202025.02 | 0.263 | 0.029 | 0.123 | |
| lowrank-D.s=10002025.02 | 0.273 | 0.033 | 0.124 | |
| lowrank-D.s=6702025.02 | 0.277 | 0.034 | 0.124 | |
| subset-M.s=10002025.02 | 0.277 | 0.035 | 0.124 | |
| subset-SWAGs=10002025.02 | 0.277 | 0.035 | 0.124 | |
| subset-M.s=6702025.02 | 0.28 | 0.035 | 0.125 | |
| subset-SWAGs=6702025.02 | 0.28 | 0.035 | 0.125 | |
| lowrank-D.s=4502025.02 | 0.281 | 0.035 | 0.125 | |
| lowrank-DiagonalSubspace size (s)=4502025.02 | 0.281 | 0.035 | 0.125 | |
| subset-M.s=4502025.02 | 0.282 | 0.036 | 0.125 | |
| subset-M.Subspace size (s)=4502025.02 | 0.282 | 0.036 | 0.125 | |
| subset-SWAGs=4502025.02 | 0.283 | 0.036 | 0.125 | |
| subset-SWAGSubspace size (s)=4502025.02 | 0.283 | 0.036 | 0.125 | |
| lowrank-D.s=2302025.02 | 0.285 | 0.037 | 0.125 | |
| subset-M.s=2302025.02 | 0.285 | 0.037 | 0.125 | |
| subset-SWAGs=2302025.02 | 0.285 | 0.037 | 0.125 | |
| lowrank-D.s=1202025.02 | 0.287 | 0.037 | 0.125 | |
| subset-M.s=1202025.02 | 0.287 | 0.037 | 0.125 | |
| subset-SWAGs=1202025.02 | 0.287 | 0.037 | 0.125 | |
| lowrank-DiagonalSubspace size (s)=1202025.02 | 0.287 | 0.037 | 0.125 | |
| subset-M.Subspace size (s)=1202025.02 | 0.287 | 0.037 | 0.125 | |
| subset-SWAGSubspace size (s)=1202025.02 | 0.287 | 0.037 | 0.125 | |
| subset-D.s=1202025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂s=1202025.02 | 0.289 | 0.038 | 0.126 | |
| subset-D.s=2302025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂s=2302025.02 | 0.289 | 0.038 | 0.126 | |
| subset-D.s=4502025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂s=4502025.02 | 0.289 | 0.038 | 0.126 | |
| subset-D.s=6702025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂s=6702025.02 | 0.289 | 0.038 | 0.126 | |
| subset-D.s=10002025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂s=10002025.02 | 0.289 | 0.038 | 0.126 | |
| subset-DiagonalSubspace size (s)=1202025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂Subspace size (s)=1202025.02 | 0.289 | 0.038 | 0.126 | |
| subset-DiagonalSubspace size (s)=4502025.02 | 0.289 | 0.038 | 0.126 | |
| θ̂Subspace size (s)=4502025.02 | 0.289 | 0.038 | 0.126 |