Projected BNNs: Avoiding weight-space pathologies by learning latent representations of neural network weights

Melanie F. Pradier, Weiwei Pan, Jiayu Yao +2

As machine learning systems get widely adopted for high-stake decisions, quantifying uncertainty over predictions becomes crucial. While modern neural networks are making remarkabl…