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

Whose Preferences? Differences in Fairness Preferences and Their Impact on the Fairness of AI Utilizing Human Feedback ACL 2024

Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024

Fairness under Covariate Shift: Improving Fairness-Accuracy Tradeoff with Few Unlabeled Test Samples AAAI 2024

Supervised Algorithmic Fairness in Distribution Shifts: A Survey IJCAI 2024

FADES: Fair Disentanglement with Sensitive Relevance CVPR 2024

Auditing Fairness under Unobserved Confounding AISTATS 2024

Fast & Fair: A Collaborative Platform for Fair Division Applications AAAI 2024

Interpretable algorithmic fairness in structured and unstructured data JMLR 2024

ClusterFix: A Cluster-Based Debiasing Approach Without Protected-Group Supervision WACV 2024

Perceptual Fairness in Image Restoration NIPS 2024

A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems NIPS 2024

On the Impact of Algorithmic Recourse on Social Segregation ICML 2023

Pushing the Limits of Fairness in Algorithmic Decision-Making IJCAI 2023

Learning to Generate Equitable Text in Dialogue from Biased Training Data ACL 2023

BLIND: Bias Removal With No Demographics ACL 2023

Promoting Fairness in Classification of Quality of Medical Evidence ACL 2023

Algorithmics of Egalitarian versus Equitable Sequences of Committees IJCAI 2023

Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis MIDL 2023

Fair Densities via Boosting the Sufficient Statistics of Exponential Families ICML 2023

Distribution-Free Statistical Dispersion Control for Societal Applications NIPS 2023

On the Fairness Impacts of Private Ensembles Models IJCAI 2023

Investigating anatomical bias in clinical machine learning algorithms EACL 2023

Loss Balancing for Fair Supervised Learning ICML 2023

Superhuman Fairness ICML 2023

WCLD: Curated Large Dataset of Criminal Cases from Wisconsin Circuit Courts NIPS 2023