Sampling-free Variational Inference for Neural Networks with Multiplicative Activation Noise

Jannik Schmitt, Stefan Roth

To adopt neural networks in safety critical domains, knowing whether we can trust their predictions is crucial. Bayesian neural networks (BNNs) provide uncertainty estimates by ave…