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

A Sequentially Fair Mechanism for Multiple Sensitive Attributes AAAI 2024

Algorithmic Fairness in Distribution of Resources and Tasks IJCAI 2024

Identifying, Mitigating, and Anticipating Bias in Algorithmic Decisions AAAI 2024

Ensuring Fairness Stability for Disentangling Social Inequality in Access to Education: the FAiRDAS General Method IJCAI 2024

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

FADES: Fair Disentanglement with Sensitive Relevance CVPR 2024

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

Almost Envy-Free Allocations of Indivisible Goods or Chores with Entitlements AAAI 2024

Mixed Fair Division: A Survey AAAI 2024

Temporal Fairness in Multiwinner Voting AAAI 2024

Fairness with Censorship: Bridging the Gap between Fairness Research and Real-World Deployment AAAI 2024

When is Multicalibration Post-Processing Necessary? NIPS 2024

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

Fairness guarantees in multi-class classification with demographic parity JMLR 2024

OxonFair: A Flexible Toolkit for Algorithmic Fairness NIPS 2024

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

Efficient Data Shapley for Weighted Nearest Neighbor Algorithms AISTATS 2024

An Investigation of Group versus Individual Fairness in Perceptually Fair Speech Emotion Recognition INTERSPEECH 2024

Is this model reliable for everyone? Testing for strong calibration AISTATS 2024

Supervised Algorithmic Fairness in Distribution Shifts: A Survey IJCAI 2024

Consistent Multiclass Algorithms for Complex Metrics and Constraints JMLR 2024

Interpretable algorithmic fairness in structured and unstructured data JMLR 2024

Monoculture in Matching Markets NIPS 2024

Auditing Fairness under Unobserved Confounding AISTATS 2024

Transport-based Counterfactual Models JMLR 2024