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ResearchFormerly WizWand

Uncertainty Quantification on FashionMNIST

0.248NLLlowrank-KFAC
0.24620.258350.27050.28265Feb 4, 2025
Updated 6mo ago

Evaluation results

MethodLinks
lowrank-KFACs=1202025.020.24810.128
lowrank-KFACs=2302025.020.2481.20.129
lowrank-KFACSubspace size (s)=1202025.020.24810.128
lowrank-KFACs=4502025.020.2491.30.129
lowrank-KFACs=6702025.020.2491.50.129
lowrank-KFACSubspace size (s)=4502025.020.2491.30.129
lowrank-KFACs=10002025.020.251.60.129
lowrank-D.s=10002025.020.2733.30.133
lowrank-D.s=6702025.020.2783.50.134
lowrank-D.s=4502025.020.2823.70.134
lowrank-DiagonalSubspace size (s)=4502025.020.2823.70.134
subset-M.s=10002025.020.2833.80.134
subset-SWAGs=10002025.020.2833.80.134
lowrank-D.s=2302025.020.2863.90.134
subset-M.s=6702025.020.2863.90.135
subset-SWAGs=6702025.020.2863.90.135
subset-D.s=10002025.020.2863.80.135
subset-M.s=4502025.020.2883.90.135
subset-SWAGs=4502025.020.2883.90.135
subset-D.s=6702025.020.2883.90.135
subset-M.Subspace size (s)=4502025.020.2883.90.135
subset-SWAGSubspace size (s)=4502025.020.2883.90.135
lowrank-D.s=1202025.020.2893.90.135
lowrank-DiagonalSubspace size (s)=1202025.020.2893.90.135
subset-M.s=2302025.020.2940.135
subset-SWAGs=2302025.020.2940.135
subset-D.s=4502025.020.2940.135
subset-DiagonalSubspace size (s)=4502025.020.2940.135
subset-D.s=2302025.020.29140.135
subset-D.s=1202025.020.29240.135
subset-M.s=1202025.020.29240.135
subset-SWAGs=1202025.020.29240.135
subset-DiagonalSubspace size (s)=1202025.020.29240.135
subset-M.Subspace size (s)=1202025.020.29240.135
subset-SWAGSubspace size (s)=1202025.020.29240.135
θ̂s=1202025.020.2934.10.135
θ̂s=2302025.020.2934.10.135
θ̂s=4502025.020.2934.10.135
θ̂s=6702025.020.2934.10.135
θ̂s=10002025.020.2934.10.135
θ̂Subspace size (s)=1202025.020.2934.10.135
θ̂Subspace size (s)=4502025.020.2934.10.135