Have We Learned to Explain?: How Interpretability Methods Can Learn to Encode Predictions in their Interpretations

Neil Jethani, Mukund Sudarshan, Yindalon Aphinyanaphongs +1

While the need for interpretable machine learning has been established, many common approaches are slow, lack fidelity, or hard to evaluate. Amortized explanation methods reduce th…