% Key papers for Fairness-constrained clustering (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2020_deep_15354,
  title = {{Deep Fair Clustering for Visual Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2020},
}

@inproceedings{icml2019_guarantees_37416,
  title = {{Guarantees for Spectral Clustering with Fairness Constraints}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/4249},
}

@inproceedings{aaai2021_variational_1608,
  title = {{Variational Fair Clustering}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/11202-variational-fair-clustering/},
}

@inproceedings{cvpr2023_deep_20740,
  title = {{Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22384},
}

@inproceedings{aaai2022_modification_2422,
  title = {{Modification-Fair Cluster Editing}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/06631-modification-fair-cluster-editing/},
}

@inproceedings{aaai2024_towards_7597,
  title = {{Towards Fairer Centroids in K-means Clustering}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30156},
}

@inproceedings{icml2023_generalized_41398,
  title = {{Generalized Reductions: Making any Hierarchical Clustering Fair and Balanced with Low Cost}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/23801},
}

@inproceedings{neurips2020_probabilistic_60617,
  title = {{Probabilistic Fair Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18033},
}

@inproceedings{neurips2024_proportional_70961,
  title = {{Proportional Fairness in Non-Centroid Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96242},
}

@inproceedings{neurips2024_the_72932,
  title = {{The Fairness-Quality Tradeoff in Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94479},
}

@inproceedings{icml2022_individual_40698,
  title = {{Individual Preference Stability for Clustering}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/17653},
}

@inproceedings{icml2025_fair_48305,
  title = {{Fair Clustering via Alignment}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44309},
}

@inproceedings{neurips2023_constant_67077,
  title = {{Constant Approximation for Individual Preference Stable Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/72625},
}

@inproceedings{neurips2023_fair_68738,
  title = {{Fair, Polylog-Approximate Low-Cost Hierarchical Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71109},
}

@inproceedings{iclr2025_fairden_82626,
  title = {{FairDen: Fair Density-Based Clustering}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29171},
}

@inproceedings{icml2026_riemannian_50167,
  title = {{Riemannian Optimization for Fair Spectral Clustering}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=9crQp1ibCx},
}

@inproceedings{neurips2018_clustering_56943,
  title = {{Clustering Redemption–Beyond the Impossibility of Kleinberg’s Axioms}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11814},
}

@inproceedings{neurips2020_fair_59836,
  title = {{Fair Hierarchical Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18177},
}

@inproceedings{neurips2022_re_63914,
  title = {{[Re] Reproduction Study of Variational Fair Clustering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/56102},
}