2026
Fair Conformal Classification via Learning Representation-Based Groups
ICLR 2026poster
Conformal prediction methods provide statistically rigorous marginal coverage guarantees for machine learning models, but such guarantees fail to account for algorithmic biases, thereby undermining fairness and trust. This paper introduces a fair conformal inference framework for classification task…