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ResearchFormerly WizWand

Uncertainty Quantification on CIFAR10

0.256NLLlowrank-KFAC
0.254680.263590.27250.28141Feb 4, 2025
Updated 6mo ago

Evaluation results

MethodLinks
lowrank-KFACs=10002025.020.2560.0250.122
lowrank-KFACs=6702025.020.2580.0260.122
lowrank-KFACs=4502025.020.2590.0270.122
lowrank-KFACSubspace size (s)=4502025.020.2590.0270.122
lowrank-KFACs=2302025.020.2610.0290.122
lowrank-KFACs=1202025.020.2630.0290.123
lowrank-KFACSubspace size (s)=1202025.020.2630.0290.123
lowrank-D.s=10002025.020.2730.0330.124
lowrank-D.s=6702025.020.2770.0340.124
subset-M.s=10002025.020.2770.0350.124
subset-SWAGs=10002025.020.2770.0350.124
subset-M.s=6702025.020.280.0350.125
subset-SWAGs=6702025.020.280.0350.125
lowrank-D.s=4502025.020.2810.0350.125
lowrank-DiagonalSubspace size (s)=4502025.020.2810.0350.125
subset-M.s=4502025.020.2820.0360.125
subset-M.Subspace size (s)=4502025.020.2820.0360.125
subset-SWAGs=4502025.020.2830.0360.125
subset-SWAGSubspace size (s)=4502025.020.2830.0360.125
lowrank-D.s=2302025.020.2850.0370.125
subset-M.s=2302025.020.2850.0370.125
subset-SWAGs=2302025.020.2850.0370.125
lowrank-D.s=1202025.020.2870.0370.125
subset-M.s=1202025.020.2870.0370.125
subset-SWAGs=1202025.020.2870.0370.125
lowrank-DiagonalSubspace size (s)=1202025.020.2870.0370.125
subset-M.Subspace size (s)=1202025.020.2870.0370.125
subset-SWAGSubspace size (s)=1202025.020.2870.0370.125
subset-D.s=1202025.020.2890.0380.126
θ̂s=1202025.020.2890.0380.126
subset-D.s=2302025.020.2890.0380.126
θ̂s=2302025.020.2890.0380.126
subset-D.s=4502025.020.2890.0380.126
θ̂s=4502025.020.2890.0380.126
subset-D.s=6702025.020.2890.0380.126
θ̂s=6702025.020.2890.0380.126
subset-D.s=10002025.020.2890.0380.126
θ̂s=10002025.020.2890.0380.126
subset-DiagonalSubspace size (s)=1202025.020.2890.0380.126
θ̂Subspace size (s)=1202025.020.2890.0380.126
subset-DiagonalSubspace size (s)=4502025.020.2890.0380.126
θ̂Subspace size (s)=4502025.020.2890.0380.126