% Key papers for Fairness in recommendation and ranking (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2017_beyond_56181,
  title = {{Beyond Parity: Fairness Objectives for Collaborative Filtering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2017},
  url = {https://nips.cc/virtual/2017/poster/9077},
}

@inproceedings{aaai2022_online_2505,
  title = {{Online Certification of Preference-Based Fairness for Personalized Recommender Systems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/06532-online-certification-of-preference-based-fairness-for-personalized-recommender-systems/},
}

@inproceedings{aaai2023_fair_3649,
  title = {{Fair Representation Learning for Recommendation: A Mutual Information Perspective}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25617},
}

@inproceedings{aaai2024_intra_6349,
  title = {{Intra- and Inter-group Optimal Transport for User-Oriented Fairness in Recommender Systems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28689},
}

@inproceedings{aaai2024_leveraging_6526,
  title = {{Leveraging Opposite Gender Interaction Ratio as a Path towards Fairness in Online Dating Recommendations Based on User Sexual Orientation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30263},
}

@inproceedings{aaai2023_online_4297,
  title = {{Online Platforms and the Fair Exposure Problem under Homophily}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26404},
}

@inproceedings{neurips2024_interpolating_74195,
  title = {{Interpolating Item and User Fairness in Multi-Sided Recommendations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93355},
}

@inproceedings{neurips2023_fairlisa_69781,
  title = {{FairLISA: Fair User Modeling with Limited Sensitive Attributes Information}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/70161},
}

@inproceedings{aaai2025_cugf_8369,
  title = {{CUGF: A Reliable and Fair Recommendation Framework}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33245},
}

@inproceedings{neurips2021_two_63391,
  title = {{Two-sided fairness in rankings via Lorenz dominance}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/26346},
}

@inproceedings{neurips2024_fairjob_73711,
  title = {{FairJob: A Real-World Dataset for Fairness in Online Systems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97523},
}

@inproceedings{icml2026_copf_49413,
  title = {{COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=2Nfr4u3pK2},
}

@inproceedings{neurips2023_fairly_67905,
  title = {{Fairly Recommending with Social Attributes: A Flexible and Controllable Optimization Approach}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71862},
}

@inproceedings{neurips2023_cookie_68817,
  title = {{Cookie Consent Has Disparate Impact on Estimation Accuracy}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71034},
}

@inproceedings{neurips2024_user_72754,
  title = {{User-item fairness tradeoffs in recommendations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94638},
}

@inproceedings{iclr2026_beyond_87835,
  title = {{Beyond Match Maximization and Fairness: Retention-Optimized Two-Sided Matching}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=g2cZaKmRrc},
}

@inproceedings{aaai2026_revisiting_106268,
  title = {{Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38575},
}

@inproceedings{aaai2026_an_108809,
  title = {{An External Fairness Evaluation of LinkedIn Talent Search}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/41161},
}

@inproceedings{icml2025_ensur_48249,
  title = {{ENSUR: Equitable and Statistically Unbiased Recommendation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44363},
}

@inproceedings{aaai2026_experiential_108594,
  title = {{Experiential Fairness: Bridging the Gap Between User Experience and Resource-Centric Fairness in Online LLM Services}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40946},
}