conftrace_

fair learning

7 papers

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Co-occurring keywords · papers mentioning both

demographic parity (3) equalized odd (2) differential privacy (2) prediction disparity (1) classification measure (1) non-discriminatory model (1) protected group membership (1) group sufficiency (1) constrained learning (1) subgroup fairness (1)

Papers

Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Near-Optimal Solutions of Constrained Learning Problems ICLR 2024 On the Inductive Biases of Demographic Parity-based Fair Learning Algorithms UAI 2024 Fair learning with Wasserstein barycenters for non-decomposable performance measures AISTATS 2023 Stochastic Differentially Private and Fair Learning ICLR 2023 On Learning Fairness and Accuracy on Multiple Subgroups NeurIPS 2022 Differentially Private Fair Learning ICML 2019