The Fairness-Quality Trade-off in ClusteringNeural Information Processing Systems (NeurIPS), 2024 |
Scalable Algorithms for Individual Preference Stable ClusteringInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
Proportional Representation in Metric Spaces and Low-Distortion
Committee SelectionAAAI Conference on Artificial Intelligence (AAAI), 2023 |
Fair Clustering: A Causal PerspectiveCLEaR (CLEaR), 2023 |
Sanitized Clustering against Confounding BiasMachine-mediated learning (ML), 2023 |
Constant Approximation for Individual Preference Stable ClusteringNeural Information Processing Systems (NeurIPS), 2023 |
Approximation Algorithms for Fair Range ClusteringInternational Conference on Machine Learning (ICML), 2023 |
Doubly Constrained Fair ClusteringNeural Information Processing Systems (NeurIPS), 2023 |
Can Evolutionary Clustering Have Theoretical Guarantees?IEEE Transactions on Evolutionary Computation (TEVC), 2022 |
Bicriteria Approximation Algorithms for Priority Matroid MedianInternational Workshop and International Workshop on Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM), 2022 |
Individual Preference Stability for ClusteringInternational Conference on Machine Learning (ICML), 2022 |
Fair Representation Clustering with Several Protected ClassesConference on Fairness, Accountability and Transparency (FAccT), 2022 |
Feature-based Individual Fairness in k-ClusteringAdaptive Agents and Multi-Agent Systems (AAMAS), 2021 |
A New Notion of Individually Fair Clustering: -Equitable
-CenterInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
Approximation Algorithms for Socially Fair ClusteringAnnual Conference Computational Learning Theory (COLT), 2021 |
Algorithms and Learning for Fair Portfolio DesignACM Conference on Economics and Computation (EC), 2020 |
Learning Certified Individually Fair RepresentationsNeural Information Processing Systems (NeurIPS), 2020 |
Individual Fairness for -ClusteringInternational Conference on Machine Learning (ICML), 2020 |