An Analytic Solution to Covariance Propagation in Neural Networks

Oren Wright, Yorie Nakahira, José M. F. Moura

Uncertainty quantification of neural networks is critical to measuring the reliability and robustness of deep learning systems. However, this often involves costly or inaccurate sa…