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fairness-accuracy trade-off

10 papers

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Co-occurring keywords · papers mentioning both

algorithmic fairness (4) model weight perturbation (1) robust fairness regularization (1) risk disparity (1) preprocessing fairness (1) optimal predictor (1) fair active learning (1) active data sampling (1) fairness-aware augmentation (1) fair predictor (1)

Papers

ABCFair: an Adaptable Benchmark approach for Comparing Fairness Methods NeurIPS 2024 Achievable Fairness on Your Data With Utility Guarantees NeurIPS 2024 Fair and Optimal Prediction via Post-Processing AAAI 2024 Fairness under Covariate Shift: Improving Fairness-Accuracy Tradeoff with Few Unlabeled Test Samples AAAI 2024 Fairness without Harm: An Influence-Guided Active Sampling Approach NeurIPS 2024 Chasing Fairness Under Distribution Shift: A Model Weight Perturbation Approach NeurIPS 2023 Learning Fair Graph Representations via Automated Data Augmentations ICLR 2023 Mean Parity Fair Regression in RKHS AISTATS 2023 Stable and Fair Classification ICML 2019 Why Is My Classifier Discriminatory? NeurIPS 2018