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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

Mind the data gap(s): Investigating power in speech and language datasets ACL 2022
Domain Adaptation meets Individual Fairness. And they get along. NIPS 2022
Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization? NIPS 2022
A Survey and Datasheet Repository of Publicly Available US Criminal Justice Datasets NIPS 2022
Fair Ranking with Noisy Protected Attributes NIPS 2022
Fairness Reprogramming NIPS 2022
How unfair is private learning? UAI 2022
Low-Degree Multicalibration COLT 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning IJCNLP 2022
Learning fair representation with a parametric integral probability metric ICML 2022
Causal Conceptions of Fairness and their Consequences ICML 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022
On Testing for Discrimination Using Causal Models AAAI 2022
Local Justice and the Algorithmic Allocation of Scarce Societal Resources AAAI 2022
Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers CVPR 2022
A Study on the Distribution of Social Biases in Self-Supervised Learning Visual Models CVPR 2022
Adaptive Data Debiasing through Bounded Exploration NIPS 2022
Conformalized Fairness via Quantile Regression NIPS 2022
Fair Wrapping for Black-box Predictions NIPS 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization NIPS 2022
Pushing the limits of fairness impossibility: Who's the fairest of them all? NIPS 2022
Fair and Optimal Decision Trees: A Dynamic Programming Approach NIPS 2022
Fair Bayes-Optimal Classifiers Under Predictive Parity NIPS 2022
Robustness Disparities in Face Detection NIPS 2022
Algorithmic Fairness Verification with Graphical Models AAAI 2022