Gradients as a Measure of Uncertainty in Neural Networks

Jinsol Lee, Ghassan AlRegib

Despite tremendous success of modern neural networks, they are known to be overconfident even when the model encounters inputs with unfamiliar conditions. Detecting such inputs is…