Transfer Learning on CIFAR-10 N=50000 (train)
33Avg SGD Run Time (L2-SP)DE ELBO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DE ELBOBackbone=ResNet-50, Size of search space (lambda & tau)=learned: Eq. (12), learning rate=42025.02 | 33 | — | 36 | — | |
| MAP + GSBackbone=ResNet-50, Size of search space (lambda & tau)=36 (L2-SP)/60 (PTYL), learning rate=42025.02 | 37 | — | 37 | — | |
| MAP + LaplaceBackbone=ResNet-50, Size of search space (lambda & tau)=learned: iterative inner loop, learning rate=42025.02 | 70 | — | — | — |