FairGBM: Gradient Boosting with Fairness ConstraintsInternational Conference on Learning Representations (ICLR), 2022 |
Causal Conceptions of Fairness and their ConsequencesInternational Conference on Machine Learning (ICML), 2022 |
AdaFair: Cumulative Fairness Adaptive BoostingInternational Conference on Information and Knowledge Management (CIKM), 2019 |
Fair Regression: Quantitative Definitions and Reduction-based AlgorithmsInternational Conference on Machine Learning (ICML), 2019 |
Scalable Fair ClusteringInternational Conference on Machine Learning (ICML), 2019 |
Avoiding Discrimination through Causal ReasoningNeural Information Processing Systems (NeurIPS), 2017 |
Equality of Opportunity in Supervised LearningNeural Information Processing Systems (NeurIPS), 2016 |
Certifying and removing disparate impactKnowledge Discovery and Data Mining (KDD), 2014 |