mlsanityData to 7 Oct 2026

Proportional Justified Representation

arXiv 1611.09928 ↗First posted 29 Nov 2016cs.GTcited by 25

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Abstract (arXiv)

The goal of multi-winner elections is to choose a fixed-size committee based on voters' preferences. An important concern in this setting is representation: large groups of voters with cohesive preferences should be adequately represented by the election winners. In an influential paper, Aziz et al. proposed two axioms that aim to capture this idea: justified representation (JR) and its strengthening extended justified representation (EJR). We observe that EJR is incompatible with the highly desirable Perfect Representation (PR) criterion, and propose a relaxation of EJR, which we call Proportional Justified Representation (PJR). PJR is more demanding than JR, but, unlike EJR, it is compatible with PR, as well as with a stronger variant of this axiom, which we term Fractional Perfect Representation (FPR). Moreover, just like EJR, PJR can be used to characterise the classic Proportional Approval Voting (PAV) rule in the class of weighted PAV rules. On the other hand, we show that EJR provides stronger guarantees with respect to average voter satisfaction than PJR does.

Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Nov 2016.

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Citing papers per year: 2021: 3; 2022: 2; 2023: 5; 2024: 0; 2025: 9; 2026: 6.

25 papers.

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  1. 2023Proportional Aggregation of Preferences for Sequential Decision Makingcited by 17
  2. 2023Temporal Fairness in Multiwinner Votingcited by 14
  3. 2022Online Approval Committee Electionscited by 9
  4. 2025Strengthening Proportionality in Temporal Votingcited by 9
  5. 2023Proportionally Representative Clusteringcited by 8
  6. 2021Strategyproof and Proportionally Fair Facility Locationcited by 6
  7. 2021DiRe Committee : Diversity and Representation Constraints in Multiwinner Electionscited by 3
  8. 2021Core-Stable Committees under Restricted Domainscited by 3
  9. 2022Random Rank: The One and Only Strategyproof and Proportionally Fair Randomized Facility Location Mechanismcited by 3
  10. 2023Proportional Representation in Metric Spaces and Low-Distortion Committee Selectioncited by 3
  11. 2025Full Proportional Justified Representationcited by 3
  12. 2026The Price of Proportional Representation in Temporal Votingcited by 3
13 more
  1. 2025Representative Ranking for Deliberation in the Public Spherecited by 2
  2. 2025Metritocracy: Representative Metrics for Lite Benchmarkscited by 2
  3. 2025Question the Questions: Auditing Representation in Online Deliberative Processescited by 2
  4. 2025Proportional Selection in Networkscited by 1
  5. 2025Proportional Committee Elections with Positive and Negative Votescited by 1
  6. 2025A Linear Theory of Multi-Winner Votingcited by 1
  7. 2026Large Language Models for Designing Participatory Budgeting Rulescited by 1
  8. 2026Strengthening Full Justified Representation: Efficient Verification and Computationcited by 1
  9. 2023Data as Voters: Core Set Selection Using Approval-Based Multi-Winner Votingcited by 0
  10. 2025Fairness in the Multi-Secretary Problemcited by 0
  11. 2026A General Theory of Proportionality with Additive Utilitiescited by 0
  12. 2026Multi-Winner Voting with Argumentative Ballotscited by 0
  13. 2026Proportional Representation in Temporal Voting with Ranked Preferencescited by 0