Our paper (K. Fukuchi et al., 2023), titled Demographic Parity Constrained Minimax Optimal Regression under Linear Model, has been accepted at the Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS 2023). This paper explores the regression problem under a fairness constraint known as demographic parity. We demonstrate the best (minimax optimal) algorithm for addressing this fair regression problem within a specific linear model.

References

  1. Kazuto Fukuchi and Jun Sakuma. Demographic Parity Constrained Minimax Optimal Regression under Linear Model. Advances in Neural Information Processing Systems, vol. 36, pp. 8653-8689, 2023.arXiv