mlsanityData to 7 Oct 2026

Multi-Winner Voting with Approval Preferences

arXiv 2007.01795 ↗First posted 3 Jul 2020cs.GTcited by 37

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Abstract (arXiv)

Multi-winner voting is the process of selecting a fixed-size set of representative candidates based on voters' preferences. It occurs in applications ranging from politics (parliamentary elections) to the design of modern computer applications (collaborative filtering, dynamic Q&A platforms, diversifying search results). All these applications share the problem of identifying a representative subset of alternatives -- and the study of multi-winner voting is the principled analysis of this task. This book provides a thorough and in-depth look at multi-winner voting based on approval preferences. One speaks of approval preferences if voters express their preferences by providing a set of candidates they approve. Approval preferences thus separate candidates in approved and disapproved ones, a simple, binary classification. The corresponding multi-winner voting rules are called approval-based committee (ABC) rules. Due to the simplicity of approval preferences, ABC rules are widely suitable for practical use. Recent years have seen a rising interest in ABC voting. While multi-winner voting has been originally a topic studied by economists and political scientists, a significant share of recent progress has occurred in the field of computational social choice. This discipline is situated in the intersection of artificial intelligence, computer science, economics, and (to a lesser degree) political science, combining insights and methods from these distinct fields. The goal of this book is to present fundamental concepts and results for ABC voting and to discuss the recent advances in computational social choice. The main focus is on axiomatic analysis, algorithmic results, and relevant applications.

Key facts. Cited by 37 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Jul 2020.

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Citing papers per year: 2021: 1; 2022: 3; 2023: 8; 2024: 3; 2025: 13; 2026: 9.

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  1. 2024Social Choice Should Guide AI Alignment in Dealing with Diverse Human Feedbackcited by 95
  2. 2023Generative Social Choicecited by 43
  3. 2023Proportional Aggregation of Preferences for Sequential Decision Makingcited by 17
  4. 2023Temporal Fairness in Multiwinner Votingcited by 14
  5. 2023Proportional Fairness in Clustering: A Social Choice Perspectivecited by 12
  6. 2024Multiwinner Temporal Voting with Aversion to Changecited by 10
  7. 2025Generative Social Choice: The Next Generationcited by 10
  8. 2022Online Approval Committee Electionscited by 9
  9. 2025Strengthening Proportionality in Temporal Votingcited by 9
  10. 2023Proportionally Representative Clusteringcited by 8
  11. 2025Not in My Backyard! Temporal Voting Over Public Chorescited by 6
  12. 2024Method of Equal Shares with Bounded Overspendingcited by 4
25 more
  1. 2025Drawing a Map of Electionscited by 4
  2. 2023The Leximin Approach for a Sequence of Collective Decisionscited by 3
  3. 2023Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score Functionscited by 2
  4. 2026Polynomial-Time Algorithm for Thiele Voting Rules with Voter Interval Preferencescited by 2
  5. 2021The Complexity of Learning Approval-Based Multiwinner Voting Rulescited by 1
  6. 2025Proportional Selection in Networkscited by 1
  7. 2025Proportional Committee Elections with Positive and Negative Votescited by 1
  8. 2025A Linear Theory of Multi-Winner Votingcited by 1
  9. 2025What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Votingcited by 1
  10. 2026Fair Transit Stop Placement: A Clustering Perspective and Beyondcited by 1
  11. 2026Computing Thiele Rules on Interval Elections and their Generalizationscited by 1
  12. 2022On the Complexity of Winner Determination and Strategic Control in Conditional Approval Votingcited by 0
  13. 2022Most Equitable Voting Rulescited by 0
  14. 2023Data as Voters: Core Set Selection Using Approval-Based Multi-Winner Votingcited by 0
  15. 2025Efficient Algorithms for Electing Successive Committeescited by 0
  16. 2025Algorithmic Shortlisting in Participatory Budgetingcited by 0
  17. 2025Optimizing Prognostic Biomarker Discovery in Pancreatic Cancer Through Hybrid Ensemble Feature Selection and Multi-Omics Datacited by 0
  18. 2025Fair Indivisible Payoffs through Shapley Valuecited by 0
  19. 2025Fairness in the Multi-Secretary Problemcited by 0
  20. 2026A General Theory of Proportionality with Additive Utilitiescited by 0
  21. 2026AI of the People, by the People, for the People: A Social Choice Approach to Collective Control of Artificial Intelligencecited by 0
  22. 2026Algorithms for Structured Elections under Thiele Voting Rulescited by 0
  23. 2026Multi-Winner Voting with Argumentative Ballotscited by 0
  24. 2026Proportional Representation in Temporal Voting with Ranked Preferencescited by 0
  25. 2026Reverse Sequential Proportional Approval Voting Rule: Proportionality and Approximation Guaranteescited by 0