Paper Citation Record · LEDGER

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2508.06454.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.06454 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:45:50.131774Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

verified exact3
verified fuzzy33
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fef9d34b-3f4c-4add-9287-8b92fc2ae201 · outbound

This paper cites Learning to elect.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Learning to elect

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.792983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1cf90d8a-b76a-4f40-a382-9f37bc3d0e63 · outbound

This paper cites Optimal voting, 2025.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Optimal voting, 2025

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.778509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d6e2f8e4-8e12-4a5f-95d1-8fed757697d2 · outbound

This paper cites Machine learning to strengthen democracy.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Machine learning to strengthen democracy

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.763991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 65eaf7a6-01c3-409c-8526-9fb7572836d8 · outbound

This paper cites The Condorcet Principle for Multiwinner Elections: From Shortlisting to Proportionality.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting The Condorcet Principle for Multiwinner Elections: From Shortlisting to Proportionality

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:45:50.298020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 01db780a-2939-4b8e-8249-d7fc78208c53 · outbound

This paper cites On the rationale of group decision-making.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting On the rationale of group decision-making

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.749832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a6b7be14-0cf1-4178-b816-6e5cc2edf198 · outbound

This paper cites Putting a Compass on the Map of Elections.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Putting a Compass on the Map of Elections

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:49.513377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1be0fb12-5a3c-4e37-8cd0-7d8683e0fa92 · outbound

This paper cites Properties of the M allows model depending on the number of alternatives: A warning for an experimentalist.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Properties of the M allows model depending on the number of alternatives: A warning for an experimentalist

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.736051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7094dfb6-a83a-4840-99e1-498c11e9dde0 · outbound

This paper cites Handbook of Computational Social Choice.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Handbook of Computational Social Choice

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.722186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9f028997-5a15-423a-a3ee-11dca796e72d · outbound

This paper cites Robust and Verifiable Proportionality Axioms for Multiwinner Voting.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Robust and Verifiable Proportionality Axioms for Multiwinner Voting

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:49.528378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5319fdf-3b2d-4333-a57a-db84d15f0c00 · outbound

This paper cites Voting: A machine learning approach.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Voting: A machine learning approach

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.708479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 91b213cc-fc36-44ac-9dc2-d3b44c238150 · outbound

This paper cites Eliciting single-peaked preferences using comparison queries.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Eliciting single-peaked preferences using comparison queries

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.694813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8d653455-58c7-428d-986b-495b3cdd0a41 · outbound

This paper cites Social Choice Should Guide AI Alignment in Dealing with Diverse Human Feedback.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Social Choice Should Guide AI Alignment in Dealing with Diverse Human Feedback

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:49.663163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b3f1f3-ae23-4c21-a203-8d412ce83c26 · outbound

This paper cites Prudent k -choice functions: Properties and algorithms.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Prudent k -choice functions: Properties and algorithms

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.681022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eccab018-41bf-4da1-a122-c4a26950e183 · outbound

This paper cites Testing axioms against human reward divisions in cooperative games.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Testing axioms against human reward divisions in cooperative games

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.666970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 92ae5faf-a043-49ee-9be0-aa74938004d0 · outbound

This paper cites Voting Procedures.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Voting Procedures

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.652864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 56b7a4c2-8149-47bf-86d1-6c4187b2edff · outbound

This paper cites U ber die statistik verketteter vorg \.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting U ber die statistik verketteter vorg \

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.638898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 12cfb89a-9112-43a8-a0e3-cf0a775bfb8c · outbound

This paper cites Restricted preference domains in social choice: Two perspectives.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Restricted preference domains in social choice: Two perspectives

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.624890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b63be99-02cc-4793-b317-1c1cb630ced6 · outbound

This paper cites Properties of multiwinner voting rules.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Properties of multiwinner voting rules

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.611349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5132e34-76cf-4b50-894b-5732dffad77b · outbound

This paper cites The Spatial Theory of Voting: An Introduction.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting The Spatial Theory of Voting: An Introduction

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.597501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5cd6622a-8cdc-4599-8971-937e962b9fe5 · outbound

This paper cites Learning Aggregation Rules in Participatory Budgeting: A Data-Driven Approach.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Learning Aggregation Rules in Participatory Budgeting: A Data-Driven Approach

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:45:50.229950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7beb92ab-149c-486b-8806-f7fddee9869c · outbound

This paper cites Multiwinner voting: A new challenge for social choice theory.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Multiwinner voting: A new challenge for social choice theory

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.583131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1627087f-5d6e-47f3-b66d-0168f0707190 · outbound

This paper cites An experimental comparison of multiwinner voting rules on approval elections.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting An experimental comparison of multiwinner voting rules on approval elections

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.568790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f9c0d0e-5925-4b91-9ebc-ebb73cd43788 · outbound

This paper cites Machine learning? I n MY election? I t's more likely than you think: Voting rules via neural networks.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Machine learning? I n MY election? I t's more likely than you think: Voting rules via neural networks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.554480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b27e0831-eaa4-4b00-bba7-06d6cae84428 · outbound

This paper cites Condorcet social choice functions.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Condorcet social choice functions

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.540489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e111b3b-3e3d-4ac0-b113-eb05d4dba446 · outbound

This paper cites Smoothed analysis of social choice revisited.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Smoothed analysis of social choice revisited

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.525864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 59d40620-b980-4668-8dd2-747c461f14d1 · outbound

This paper cites The C ondorcet criterion and committee selection.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting The C ondorcet criterion and committee selection

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.510049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 29453ff4-ad37-4571-949c-5f6c2615a05c · outbound

This paper cites Condorcet’s paradox and anonymous preference profiles.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Condorcet’s paradox and anonymous preference profiles

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.493901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa0f4d8d-813c-42cb-bbe0-643815c7053e · outbound

This paper cites Deep learning for multi-facility location mechanism design.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Deep learning for multi-facility location mechanism design

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.479956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cee90805-b078-4959-bb3b-bf15be1f0311 · outbound

This paper cites Les th \'e ories de l’int \'e r \^e t g \'e n \'e ral et le probl \`e me logique de l’agr \'e gation.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Les th \'e ories de l’int \'e r \^e t g \'e n \'e ral et le probl \`e me logique de l’agr \'e gation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.465526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 267b30a8-173f-4336-9efd-523d4b853b65 · outbound

This paper cites Predicting the winners of B orda, K emeny and D odgson elections with supervised machine learning.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Predicting the winners of B orda, K emeny and D odgson elections with supervised machine learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.451069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4e70bc5-87f9-434b-b63c-5fc3152a951b · outbound

This paper cites Multi-Winner Voting with Approval Preferences.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Multi-Winner Voting with Approval Preferences

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:50.079647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4086e9c-86ee-4ab4-b97e-e3ca0100bcd7 · outbound

This paper cites Soft C ondorcet optimization.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Soft C ondorcet optimization

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.435774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d8a9119d-21e3-49a8-825c-4bc85c0b1277 · outbound

This paper cites Non-null ranking models.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Non-null ranking models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:50.088334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2b7789b-3d4a-4a0e-a83b-0c096aa20c1e · outbound

This paper cites DeepVoting: Learning and Fine-Tuning Voting Rules with Canonical Embeddings.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting DeepVoting: Learning and Fine-Tuning Voting Rules with Canonical Embeddings

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:45:50.207498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 238ea681-8e1d-46a9-ba74-ba77f8c6af39 · outbound

This paper cites Preflib: A library for preferences.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Preflib: A library for preferences

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.411891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9e26c92f-bcbb-4263-aa7f-f0391bc0626b · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Pytorch: An imperative style, high-performance deep learning library

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:50.101713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3700dac-1d84-4c8e-a126-8d72be259a1a · outbound

This paper cites Proportionality and the limits of welfarism.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Proportionality and the limits of welfarism

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.388062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37c52e3e-d340-402b-a4cd-c199673cdd8d · outbound

This paper cites A proportional voting system for awards nominations resistant to voting blocs.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting A proportional voting system for awards nominations resistant to voting blocs

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.372586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4be12459-6eec-4578-94af-a412f436ecd2 · outbound

This paper cites Voting by axioms.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Voting by axioms

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.357183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 03a28b1a-e1f6-4cf7-baa8-603c55f6d0e4 · outbound

This paper cites Voting by axioms.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Voting by axioms

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.342625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 996da5d3-eb2c-467f-97cd-c50cae84d4be · outbound

This paper cites The single transferable vote.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting The single transferable vote

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.326848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ebb1065f-aa99-41cd-b5d3-d7cc82435a19 · outbound

This paper cites A theory of the learnable.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting A theory of the learnable

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:45:50.312755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60239718-f8a2-43a2-8c8d-20edb19e17ce · outbound

This paper cites Generating Single Peaked Votes.

What Voting Rules Actually Do: A Data-Driven Analysis of Multi-Winner Voting Generating Single Peaked Votes

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T22:45:50.131774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.