2 papers
stat.ML2020
Depth Uncertainty in Neural Networks
Javier Antorán, James Urquhart Allingham, José Miguel Hernández-Lobato
Existing methods for estimating uncertainty in deep learning tend to require multiple forward passes, making them unsuitable for applications where computational resources are limi…
stat.ML2020
Variational Depth Search in ResNets
Javier Antorán, James Urquhart Allingham, José Miguel Hernández-Lobato
One-shot neural architecture search allows joint learning of weights and network architecture, reducing computational cost. We limit our search space to the depth of residual netwo…