Disentangling Influence: Using Disentangled Representations to Audit Model Predictions

Charles T. Marx, Richard Lanas Phillips, Sorelle A. Friedler +2

Motivated by the need to audit complex and black box models, there has been extensive research on quantifying how data features influence model predictions. Feature influence can b…