% Key papers for Causal and policy fairness in decisions (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2017_counterfactual_56224,
  title = {{Counterfactual Fairness}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2017},
  url = {https://nips.cc/virtual/2017/poster/9187},
}

@inproceedings{aaai2019_path_103284,
  title = {{Path-Specific Counterfactual Fairness}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4777},
}

@inproceedings{aaai2018_fairness_101480,
  title = {{Fairness in Decision-Making — The Causal Explanation Formula}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11564},
}

@inproceedings{aaai2018_beyond_100332,
  title = {{Beyond Distributive Fairness in Algorithmic Decision Making: Feature Selection for Procedurally Fair Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11296},
}

@inproceedings{icml2018_delayed_36628,
  title = {{Delayed Impact of Fair Machine Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2018},
  url = {https://icml.cc/virtual/2018/poster/2403},
}

@inproceedings{aaai2019_learning_100597,
  title = {{Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/3943},
}

@inproceedings{neurips2017_from_56329,
  title = {{From Parity to Preference-based Notions of Fairness in Classification}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2017},
  url = {https://nips.cc/virtual/2017/poster/8820},
}

@inproceedings{aaai2019_allocating_99952,
  title = {{Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/3838},
}

@inproceedings{neurips2018_fairness_57122,
  title = {{Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11144},
}

@inproceedings{icml2019_learning_37487,
  title = {{Learning Optimal Fair Policies}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/4266},
}

@inproceedings{aaai2019_evolution_102686,
  title = {{Evolution of Collective Fairness in Hybrid Populations of Humans and Agents}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4572},
}

@inproceedings{aaai2020_perpetual_100892,
  title = {{Perpetual Voting: Fairness in Long-Term Decision Making}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/5584},
}

@inproceedings{icml2020_measuring_38444,
  title = {{Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2020},
  url = {https://icml.cc/virtual/2020/poster/5977},
}

@inproceedings{aaai2023_fairness_3654,
  title = {{Fairness and Explainability: Bridging the Gap towards Fair Model Explanations}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26344},
}

@inproceedings{icml2019_on_37610,
  title = {{On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/3998},
}

@inproceedings{neurips2018_enhancing_57097,
  title = {{Enhancing the Accuracy and Fairness of Human Decision Making}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11190},
}

@inproceedings{aaai2021_district_452,
  title = {{District-Fair Participatory Budgeting}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/05464-district-fair-participatory-budgeting/},
}

@inproceedings{aaai2022_achieving_1697,
  title = {{Achieving Long-Term Fairness in Sequential Decision Making}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/09549-achieving-long-term-fairness-in-sequential-decision-making/},
}

@inproceedings{neurips2020_how_60021,
  title = {{How do fair decisions fare in long-term qualification?}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18579},
}

@inproceedings{iclr2020_r_29505,
  title = {{Rényi Fair Inference}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2020},
  url = {https://openreview.net/forum?id=HkgsUJrtDB},
}

@inproceedings{aaai2025_fairness_9137,
  title = {{Fairness-Accuracy Trade-Offs: A Causal Perspective}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34833},
}

@inproceedings{aaai2024_promoting_7008,
  title = {{Promoting Fair Vaccination Strategies through Influence Maximization: A Case Study on COVID-19 Spread}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30234},
}

@inproceedings{aaai2024_preventing_6984,
  title = {{Preventing Eviction-Caused Homelessness through ML-Informed Distribution of Rental Assistance}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30246},
}

@inproceedings{aaai2024_the_7546,
  title = {{The Fairness Fair: Bringing Human Perception into Collective Decision-Making}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30272},
}

@inproceedings{aaai2024_adversarial_5146,
  title = {{Adversarial Fairness Network}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30220},
}

@inproceedings{aaai2024_reconciling_7078,
  title = {{Reconciling Predictive and Statistical Parity: A Causal Approach}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29379},
}

@inproceedings{iclr2025_first_82270,
  title = {{First-Person Fairness in Chatbots}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29520},
}

@inproceedings{aaai2024_fair_5954,
  title = {{Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30211},
}

@inproceedings{aaai2024_identifying_6266,
  title = {{Identifying Reasons for Bias: An Argumentation-Based Approach}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30165},
}

@inproceedings{neurips2024_counterfactual_71520,
  title = {{Counterfactual Fairness by Combining Factual and Counterfactual Predictions}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95743},
}

@inproceedings{aaai2024_fast_5971,
  title = {{Fast \& Fair: A Collaborative Platform for Fair Division Applications}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30568},
}

@inproceedings{aaai2025_fairness_9136,
  title = {{Fairness Shields: Safeguarding against Biased Decision Makers}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33719},
}

@inproceedings{neurips2024_mind_72857,
  title = {{Mind the Gap: A Causal Perspective on Bias Amplification in Prediction \& Decision-Making}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94543},
}

@inproceedings{neurips2025_size_79994,
  title = {{Size-adaptive Hypothesis Testing for Fairness}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=v34WBRPSon},
}

@inproceedings{aaai2024_demystifying_5664,
  title = {{Demystifying Algorithmic Fairness in an Uncertain World}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30278},
}

@inproceedings{aaai2024_identifying_6268,
  title = {{Identifying, Mitigating, and Anticipating Bias in Algorithmic Decisions}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30393},
}

@inproceedings{aaai2025_high_9443,
  title = {{High School Course Scheduling: Student Preferences and Fairness Constraints (Student Abstract)}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35265},
}

@inproceedings{iclr2024_procedural_34795,
  title = {{Procedural Fairness Through Decoupling Objectionable Data Generating Components}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18279},
}

@inproceedings{icml2024_remembering_43420,
  title = {{Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision Making}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/35032},
}

@inproceedings{icml2026_desirable_50883,
  title = {{Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=GdqrQ75Gg8},
}