conftrace_

statistical parity

15 papers

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Also known as

SP

Co-occurring keywords

algorithmic fairness (284) bias mitigation (500) fair regression (8) equalized odd (31) equal opportunity (13) disparate impact (18) fair clustering (43) sensitive attribute (44) fair classification (55) representation learning (6206)

Papers

Reconciling Predictive and Statistical Parity: A Causal Approach AAAI 2024
Scalable Spectral Clustering with Group Fairness Constraints AISTATS 2023
Revisiting Fair-PAC Learning and the Axioms of Cardinal Welfare AISTATS 2023
Inherent Tradeoffs in Learning Fair Representations JMLR 2022
EqGNN: Equalized Node Opportunity in Graphs AAAI 2022
On Coresets for Fair Regression and Individually Fair Clustering AISTATS 2022
Fair Wrapping for Black-box Predictions NIPS 2022
Addressing fairness in classification with a model-agnostic multi-objective algorithm UAI 2021
Justicia: A Stochastic SAT Approach to Formally Verify Fairness AAAI 2021
Fair Sequential Selection Using Supervised Learning Models NIPS 2021
Pairwise Fairness for Ranking and Regression AAAI 2020
Data preprocessing to mitigate bias: A maximum entropy based approach ICML 2020
Deontological Ethics By Monotonicity Shape Constraints AISTATS 2020
Fairness constraints can help exact inference in structured prediction NIPS 2020
Fair Regression: Quantitative Definitions and Reduction-Based Algorithms ICML 2019