conftrace_

counterfactual fairness

39 papers

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Also known as

CF

Co-occurring keywords

causal inference (1630) algorithmic fairness (284) demographic parity (75) bias mitigation (500) causal model (57) group fairness (158) fair classification (55) equalized odd (31) hate speech detection (723) sensitive attribute (44)

Papers

Improving Counterfactual Generation for Fair Hate Speech Detection ACL 2021
Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder AAAI 2021
Towards a unified framework for fair and stable graph representation learning UAI 2021
An Information-Theoretic Quantification of Discrimination with Exempt Features AAAI 2020
FairyTED: A Fair Rating Predictor for TED Talk Data AAAI 2020
Making Decisions that Reduce Discriminatory Impacts ICML 2019
Counterfactual Reasoning for Fair Clinical Risk Prediction MLHC 2019
Path-Specific Counterfactual Fairness AAAI 2019
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness NIPS 2019
The Sensitivity of Counterfactual Fairness to Unmeasured Confounding UAI 2019
Counterfactual Fairness: Unidentification, Bound and Algorithm IJCAI 2019
Equality of Opportunity in Classification: A Causal Approach NIPS 2018
Counterfactual Fairness NIPS 2017
When Worlds Collide: Integrating Different Counterfactual Assumptions in Fairness NIPS 2017