Fairness

FAIR-FER: A Latent Alignment Approach for Mitigating Bias in Facial Expression Recognition (Student Abstract) AAAI 2024 FairFlow: Mitigating Dataset Biases through Undecided Learning for Natural Language Understanding EMNLP 2024 Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior NeurIPS 2024 Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks AAAI 2024 FairGT: A Fairness-aware Graph Transformer IJCAI 2024 FairJob: A Real-World Dataset for Fairness in Online Systems NeurIPS 2024 Fair k-center Clustering with Outliers AISTATS 2024 Fair Kernel K-Means: from Single Kernel to Multiple Kernel NeurIPS 2024 Fair Machine Unlearning: Data Removal while Mitigating Disparities AISTATS 2024 FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models NeurIPS 2024 Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency AAAI 2024 Fairness and Efficiency in Online Class Matching NeurIPS 2024 Fairness and Optimization in Dynamic Multiagent Allocation Problems IJCAI 2024 Fairness-Aware Estimation of Graphical Models NeurIPS 2024 Fairness-Aware Meta-Learning via Nash Bargaining NeurIPS 2024 Fairness-Aware Online Positive-Unlabeled Learning EMNLP 2024 Fairness-Aware Structured Pruning in Transformers AAAI 2024 Fairness guarantees in multi-class classification with demographic parity JMLR 2024 Fairness in Automated Essay Scoring: A Comparative Analysis of Algorithms on German Learner Essays from Secondary Education NAACL 2024 Fairness in Serving Large Language Models OSDI 2024 Fairness in Social Influence Maximization via Optimal Transport NeurIPS 2024 Fairness in Submodular Maximization over a Matroid Constraint AISTATS 2024 Fairness in Survival Analysis with Distributionally Robust Optimization 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