Analyzing Fairness of Neural Network Prediction via Counterfactual Dataset Generation

Brian Hyeongseok Kim, Jacqueline L. Mitchell, Chao Wang

Interpreting the inference-time behavior of deep neural networks remains a challenging problem. Existing approaches to counterfactual explanation typically ask: What is the closest…