Mean-Field Approximation to Gaussian-Softmax Integral with Application to Uncertainty Estimation

Zhiyun Lu, Eugene Ie, Fei Sha

Many methods have been proposed to quantify the predictive uncertainty associated with the outputs of deep neural networks. Among them, ensemble methods often lead to state-of-the-…