Fair Conformal Classification via Learning Representation-Based Groups

Senrong Xu, Yanke Zhou, Yuhao Tan +5

Conformal prediction methods provide statistically rigorous marginal coverage guarantees for machine learning models, but such guarantees fail to account for algorithmic biases, th…