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fairness intervention

7 papers

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Co-occurring keywords

group fairness (158) algorithmic fairness (284) machine learning (436) data deletion (17) gdpr compliance (6) retraining efficiency (1) ensemble algorithm (3) equalized odd (31) model fairness (68) classifier bia (13)

Papers

When Fairness Meets Privacy: Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference Attacks IJCAI 2024

Fair Machine Unlearning: Data Removal while Mitigating Disparities AISTATS 2024

Individual Arbitrariness and Group Fairness NIPS 2023

Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions NIPS 2023

Fairness Interventions as (Dis)Incentives for Strategic Manipulation ICML 2022

Unintended Selection: Persistent Qualification Rate Disparities and Interventions NIPS 2021

Equalized odds postprocessing under imperfect group information AISTATS 2020