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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

Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness AAAI 2022
Longitudinal Fairness with Censorship AAAI 2022
On the Discrimination Risk of Mean Aggregation Feature Imputation in Graphs NIPS 2022
Post-processing of Differentially Private Data: A Fairness Perspective IJCAI 2022
Disparate Censorship & Undertesting: A Source of Label Bias in Clinical Machine Learning MLHC 2022
Selection, Ignorability and Challenges With Causal Fairness CLEAR 2022
Causal Explanations and XAI CLEAR 2022
Retiring Adult: New Datasets for Fair Machine Learning NIPS 2021
Counterfactual Explanations Can Be Manipulated NIPS 2021
Characterizing Fairness Over the Set of Good Models Under Selective Labels ICML 2021
Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach AAAI 2021
Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning NIPS 2021
Certifying Robustness to Programmable Data Bias in Decision Trees NIPS 2021
Scarce Societal Resource Allocation and the Price of (Local) Justice AAAI 2021
Fair and Interpretable Algorithmic Hiring using Evolutionary Many Objective Optimization AAAI 2021
Oblivious Data for Fairness with Kernels JMLR 2021
Budget-feasible Maximum Nash Social Welfare is Almost Envy-free IJCAI 2021
Gender and Racial Fairness in Depression Research using Social Media EACL 2021
Protecting the Protected Group: Circumventing Harmful Fairness AAAI 2021
Algorithms for Fairness in Sequential Decision Making AISTATS 2021
Fair Feature Distillation for Visual Recognition CVPR 2021
All of the Fairness for Edge Prediction with Optimal Transport AISTATS 2021
Exacerbating Algorithmic Bias through Fairness Attacks AAAI 2021
Robust Fairness Under Covariate Shift AAAI 2021
Decision Making with Differential Privacy under a Fairness Lens IJCAI 2021