Laura Rieger

Interpretations are Useful: Penalizing Explanations to Align Neural Networks with Prior Knowledge

For an explanation of a deep learning model to be effective, it must provide both insight into a model and suggest a corresponding action in order to achieve some objective. Too often, the litany of proposed explainable deep learning methods stop at the first step, providing practitioners with insig…