Demographically-Informed Prediction Discrepancy Index: Early Warnings of Demographic Biases for Unlabeled Populations

Welcome to the official repository for the Demographically-Informed Prediction Discrepancy Index (DIPDI), a new metric designed to provide early warnings of demographic biases in predictions for unlabeled populations. This repository houses the source code corresponding to the paper titled "Demographically-Informed Prediction Discrepancy Index: Early Warnings of Demographic Biases for Unlabeled Populations", TMLR 2024.

Link to the paper on OpenReview: Demographically-Informed Prediction Discrepancy Index Paper