conftrace_

individual fairness

55 papers

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Also known as

IF

Co-occurring keywords

group fairness (158) algorithmic fairness (284) neural network (6616) causal inference (1630) fair clustering (43) approximation algorithm (630) metric fairness (3) fairness constraint (125) machine learning (436) distribution shift (722)

Papers

Active approximately metric-fair learning UAI 2022
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022
Consistency of Constrained Spectral Clustering under Graph Induced Fair Planted Partitions NIPS 2022
Metric-Fair Classifier Derandomization ICML 2022
On the Fairness of Causal Algorithmic Recourse AAAI 2022
Measuring Fairness of Text Classifiers via Prediction Sensitivity ACL 2022
Individual Fairness Guarantees for Neural Networks IJCAI 2022
A New Notion of Individually Fair Clustering: $α$-Equitable $k$-Center AISTATS 2022
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ACL 2022
Domain Adaptation meets Individual Fairness. And they get along. NIPS 2022
Individual fairness in feature-based pricing for monopoly markets UAI 2022
Post-processing for Individual Fairness NIPS 2021
Individual Fairness in Hindsight JMLR 2021
Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint AISTATS 2021
All of the Fairness for Edge Prediction with Optimal Transport AISTATS 2021
Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise Constraints AAAI 2021
Better Algorithms for Individually Fair $k$-Clustering NIPS 2021
Individual Fairness in Kidney Exchange Programs AAAI 2021
Metric-Free Individual Fairness in Online Learning NIPS 2020
Verifying Individual Fairness in Machine Learning Models UAI 2020
Learning Certified Individually Fair Representations NIPS 2020
Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness IJCAI 2020
Making Existing Clusterings Fairer: Algorithms, Complexity Results and Insights AAAI 2020
Individual Fairness for k-Clustering ICML 2020
Two Simple Ways to Learn Individual Fairness Metrics from Data ICML 2020