conftrace_

fairness constraint

125 papers

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Co-occurring keywords

algorithmic fairness (284) approximation algorithm (630) fair classification (55) demographic parity (75) constrained optimization (281) online learning (1777) fair clustering (43) group fairness (158) contextual bandit (381) k-center clustering (24)

Papers

Optimized Score Transformation for Fair Classification AISTATS 2020
Themis: Fair and Efficient GPU Cluster Scheduling NSDI 2020
Fair Multiple Decision Making Through Soft Interventions NIPS 2020
Fairness constraints can help exact inference in structured prediction NIPS 2020
Learning Certified Individually Fair Representations NIPS 2020
How do fair decisions fare in long-term qualification? NIPS 2020
Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020
Fairness in Streaming Submodular Maximization: Algorithms and Hardness NIPS 2020
Deep Fair Clustering for Visual Learning CVPR 2020
A Pairwise Fair and Community-preserving Approach to k-Center Clustering ICML 2020
Too Relaxed to Be Fair ICML 2020
FNNC: Achieving Fairness through Neural Networks IJCAI 2020
Achieving Fairness in the Stochastic Multi-Armed Bandit Problem AAAI 2020
Fair Contextual Multi-Armed Bandits: Theory and Experiments UAI 2020
Fairness for Robust Log Loss Classification AAAI 2020
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns AAAI 2020
Combinatorial Multi-Armed Bandits with Concave Rewards and Fairness Constraints IJCAI 2020
Fair Decisions Despite Imperfect Predictions AISTATS 2020
Ensuring Fairness Beyond the Training Data NIPS 2020
Coresets for Clustering with Fairness Constraints NIPS 2019
On Making Stochastic Classifiers Deterministic NIPS 2019
Matroids, Matchings, and Fairness AISTATS 2019
Guarantees for Spectral Clustering with Fairness Constraints ICML 2019
Toward Controlling Discrimination in Online Ad Auctions ICML 2019
Fairness Constraints: A Flexible Approach for Fair Classification JMLR 2019