conftrace_

demographic parity

75 papers

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Also known as

DP

Co-occurring keywords

algorithmic fairness (284) equalized odd (31) group fairness (158) fairness constraint (125) counterfactual fairness (39) bias mitigation (500) fair classification (55) equal opportunity (13) causal inference (1630) fairness metric (48)

Papers

A Reduction to Binary Approach for Debiasing Multiclass Datasets NIPS 2022
Optimal Transport of Classifiers to Fairness NIPS 2022
Fairness for Image Generation with Uncertain Sensitive Attributes ICML 2021
Group Fairness by Probabilistic Modeling with Latent Fair Decisions AAAI 2021
The Effect of Round-Trip Translation on Fairness in Sentiment Analysis EMNLP 2021
Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data ICML 2021
Learning Smooth and Fair Representations AISTATS 2021
A Unified Approach to Fair Online Learning via Blackwell Approachability NIPS 2021
Fair Sequential Selection Using Supervised Learning Models NIPS 2021
Algorithms for Fairness in Sequential Decision Making AISTATS 2021
Fair Data Adaptation with Quantile Preservation JMLR 2020
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics ICML 2020
Fair regression with Wasserstein barycenters NIPS 2020
Exploiting MMD and Sinkhorn Divergences for Fair and Transferable Representation Learning NIPS 2020
Towards Threshold Invariant Fair Classification UAI 2020
Fairness without Demographics through Adversarially Reweighted Learning NIPS 2020
A Fair Classifier Using Kernel Density Estimation NIPS 2020
Consistent Plug-in Classifiers for Complex Objectives and Constraints NIPS 2020
Fair regression via plug-in estimator and recalibration with statistical guarantees NIPS 2020
FNNC: Achieving Fairness through Neural Networks IJCAI 2020
Inherent Tradeoffs in Learning Fair Representations NIPS 2019
One-Network Adversarial Fairness AAAI 2019
Flexibly Fair Representation Learning by Disentanglement ICML 2019
Recycling Privileged Learning and Distribution Matching for Fairness NIPS 2017
When Worlds Collide: Integrating Different Counterfactual Assumptions in Fairness NIPS 2017