Publications

• Aird, A., Štefancová, E., Buhayh, A., All, C., Homola, M., Mattei, N. & Burke. R. Integrating Individual and Group Fairness for Recommender Systems through Social Choice. In Proceedings of the 19th ACM Conference on Recommender Systems: Full Paper. To Appear

• Aird, A. Addressing Multi-stakeholder Fairness Concerns in Recommender Systems Through Social Choice. In Proceedings of the 19th ACM Conference on Recommender Systems: Extended Abstract. To Appear

• Kaur, A., Aird, A., Borman, H., Nicastro, A., Leontjeva, A., Pizzato, L., \& Jermyn, D. Synthetic Voices: Evaluating the Fidelity of LLM-Generated Personas in Representing People’s Financial Wellbeing. 33rd ACM International Conference on User Modeling, Adaptation and Personalization. Full Paper. Available at https://doi.org/10.1145/3699682.3728339. Best Paper Award.

• Aird, A., Štefancová, E., All, C., Voida, A., Homola, M., Mattei, N. & Burke. R. Social Choice for Heterogeneous Fairness in Recommendation. In Proceedings of the 18th ACM Conference on Recommender Systems: Late-Breaking Results, 2024. pages 1096-1101. Available at https://doi.org/10.1145/3640457.3691706.

• Varasteh, M., McKinnie, E., Aird, A., Acuña, D. & Burke, R. Comparative Explanations for Recommendation: Research Directions. In IntRS 2024: 11th Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, 2024. 13 pages. https://ceur-ws.org/Vol-3815/paper1.pdf.

• Aird, A., Farastu, P., Sun, J., Štefancová, E., All, C., Voida, A., Mattei, N. \& Burke, R. Dynamic Fairness-aware Recommendation Through Multi-agent Social Choice. ACM Transactions on Recommender Systems. 32 pages. Available at https://doi.org/10.1145/3690653. Women in RecSys Journal Article of the Year Award Recipient

• Aird, A., All, C., Farastu, P., Štefancová, E., Sun, J., Mattei, N. \& Burke. R. Exploring Social Choice Mechanisms for Recommendation Fairness in SCRUF. In FAccTRec Workshop on Responsible Recommendation, held at RecSys 2023. September 2023. 13 pages. Available as arXiv preprint arXiv:2309.08621.

• Aird, A., Farastu, P., Sun, J., Voida, A., Mattei, N. \& Burke, R. Dynamic Fairness-Aware Recommendation through Multi-Agent Social Choice. In 9th International Workshop on Computational Social Choice (COMSOC-2023). Paper 91. 26 pages. Available at https://comsoc-community.org/archive/comsoc-2023/comsoc/papers/paper91.pdf.

• Kadekodi, S., Aird, A., Ward, T., \& Burke, R. Can separate optimization be equal? Joint vs multi-stage optimization in recommender systems fairness. In KDD 2022 Undergraduate Consortium, 6 pages. 2022.