Gradient-based Explanations for Deep Learning Survival Models

Sophie Hanna Langbein, Niklas Koenen, Marvin N. Wright

Deep learning survival models often outperform classical methods in time-to-event predictions, particularly in personalized medicine, but their "black box" nature hinders broader a…