algorithmic fairness

A Simple and Practical Method for Reducing the Disparate Impact of Differential Privacy AAAI 2024 Auditing Fairness under Unobserved Confounding AISTATS 2024 A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems NeurIPS 2024 Automating Data Annotation under Strategic Human Agents: Risks and Potential Solutions NeurIPS 2024 Balancing Act: Constraining Disparate Impact in Sparse Models ICLR 2024 Causal Dependence Plots NeurIPS 2024 ClusterFix: A Cluster-Based Debiasing Approach Without Protected-Group Supervision WACV 2024 Conformal Classification with Equalized Coverage for Adaptively Selected Groups NeurIPS 2024 Consistent Multiclass Algorithms for Complex Metrics and Constraints JMLR 2024 Counterfactual Fairness by Combining Factual and Counterfactual Predictions NeurIPS 2024 Demystifying Algorithmic Fairness in an Uncertain World AAAI 2024 Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study NeurIPS 2024 Do Large Language Models Discriminate in Hiring Decisions on the Basis of Race, Ethnicity, and Gender? ACL 2024 Efficient Data Shapley for Weighted Nearest Neighbor Algorithms AISTATS 2024 Ensuring Fairness Stability for Disentangling Social Inequality in Access to Education: the FAiRDAS General Method IJCAI 2024 FADES: Fair Disentanglement with Sensitive Relevance CVPR 2024 FairGT: A Fairness-aware Graph Transformer IJCAI 2024 FairJob: A Real-World Dataset for Fairness in Online Systems NeurIPS 2024 Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency AAAI 2024 Fairness guarantees in multi-class classification with demographic parity JMLR 2024 Fairness under Covariate Shift: Improving Fairness-Accuracy Tradeoff with Few Unlabeled Test Samples AAAI 2024 Fairness with Censorship: Bridging the Gap between Fairness Research and Real-World Deployment AAAI 2024 Fair Participation via Sequential Policies AAAI 2024 Fair Representation Learning with Maximum Mean Discrepancy Distance Constraint (Student Abstract) AAAI 2024 Fast & Fair: A Collaborative Platform for Fair Division Applications AAAI 2024