Measuring, Interpreting, and Improving Fairness of Algorithms using Causal Inference and Randomized Experiments

James Enouen, Tianshu Sun, Yan Liu

Algorithm fairness has become a central problem for the broad adoption of artificial intelligence. Although the past decade has witnessed an explosion of excellent work studying al…