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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

Subsidy Allocations in the Presence of Income Shocks AAAI 2020
Achieving Equalized Odds by Resampling Sensitive Attributes NIPS 2020
Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP EMNLP 2020
Identifying and Correcting Label Bias in Machine Learning AISTATS 2020
An Information-Theoretic Quantification of Discrimination with Exempt Features AAAI 2020
Faking Fairness via Stealthily Biased Sampling AAAI 2020
FairyTED: A Fair Rating Predictor for TED Talk Data AAAI 2020
Incremental Fairness in Two-Sided Market Platforms: On Smoothly Updating Recommendations AAAI 2020
A General Approach to Fairness with Optimal Transport AAAI 2020
Equalized odds postprocessing under imperfect group information AISTATS 2020
Two Simple Ways to Learn Individual Fairness Metrics from Data ICML 2020
Deontological Ethics By Monotonicity Shape Constraints AISTATS 2020
AI at the Margins: Data, Decisions, and Inclusive Social Impact IJCAI 2019
Fairness-Aware Learning for Continuous Attributes and Treatments ICML 2019
Exploring Algorithmic Fairness in Robust Graph Covering Problems NIPS 2019
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric NIPS 2019
Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness NIPS 2019
Paradoxes in Fair Machine Learning NIPS 2019
Fair and Explainable Dynamic Engagement of Crowd Workers IJCAI 2019
Making Decisions that Reduce Discriminatory Impacts ICML 2019
Fairness Constraints: A Flexible Approach for Fair Classification JMLR 2019
Delayed Impact of Fair Machine Learning IJCAI 2019
mdfa: Multi-Differential Fairness Auditor for Black Box Classifiers IJCAI 2019
Wasserstein Fair Classification UAI 2019
Path-Specific Counterfactual Fairness AAAI 2019