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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

The Sensitivity of Counterfactual Fairness to Unmeasured Confounding UAI 2019
Inherent Tradeoffs in Learning Fair Representations NIPS 2019
Discovering Fair Representations in the Data Domain CVPR 2019
Average Individual Fairness: Algorithms, Generalization and Experiments NIPS 2019
Envy-Free Classification NIPS 2019
Offline Contextual Bandits with High Probability Fairness Guarantees NIPS 2019
Near Neighbor: Who is the Fairest of Them All? NIPS 2019
Eliminating Latent Discrimination: Train Then Mask AAAI 2019
A Compliance Checking Framework for DNN Models IJCAI 2019
The many dimensions of algorithmic fairness in educational applications ACL 2019
The Price of Local Fairness in Multistage Selection IJCAI 2019
Fairness risk measures ICML 2019
On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning ICML 2019
Learning Optimal Fair Policies ICML 2019
Probably Approximately Metric-Fair Learning ICML 2018
Hunting for Discriminatory Proxies in Linear Regression Models NIPS 2018
Why Is My Classifier Discriminatory? NIPS 2018
The Price of Fair PCA: One Extra dimension NIPS 2018
Does mitigating ML's impact disparity require treatment disparity? NIPS 2018
Achieving Non-Discrimination in Prediction IJCAI 2018
On preserving non-discrimination when combining expert advice NIPS 2018
Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer NIPS 2018
Preventing Disparate Treatment in Sequential Decision Making IJCAI 2018
Equality of Opportunity in Classification: A Causal Approach NIPS 2018
Fairness Through Computationally-Bounded Awareness NIPS 2018