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algorithmic fairness

283 papers

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Co-occurring keywords

bias mitigation (492) causal inference (1619) group fairness (158) fairness constraint (124) bias detection (419) machine learning (434) demographic parity (75) fair machine learning (46) counterfactual fairness (39) fair classification (54)

Papers

Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making NIPS 2018
Empirical Risk Minimization Under Fairness Constraints NIPS 2018
Counterfactual Fairness NIPS 2017
Meritocratic Fairness for Cross-Population Selection ICML 2017
Learning Non-Discriminatory Predictors COLT 2017
Fairness Constraints: Mechanisms for Fair Classification AISTATS 2017
Beyond Parity: Fairness Objectives for Collaborative Filtering NIPS 2017
Optimized Pre-Processing for Discrimination Prevention NIPS 2017