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Stanisław Szufa

17 accepted papers

2026

Agreement, Diversity, and Polarization Indices for Approval Elections

IJCAI 2026

An index is a function that measures the extent to which an election has a particular feature. We seek indices that capture agreement, diversity, and polarization among voters in approval elections, normalized with respect to saturation. The latter means that if two elections differ by the fraction

Cited by 0Scholar
2026

Diversity of Structured Domains via k-Kemeny Scores

AAAI 2026technical

In the k-Kemeny problem, we are given an ordinal election, i.e., a collection of votes ranking the candidates from best to worst, and we seek the smallest number of swaps of adjacent candidates that ensure that the election has at most k different rankings. We study this problem for a number of stru

Cited by 0SourcePDFScholar
2026

Putting Fair Division on the Map

AAAI 2026technical

The fair division of indivisible goods is not only a subject of theoretical research, but also an important problem in practice, with solutions being offered on several online platforms. Little is known, however, about the characteristics of real-world allocation instances and how they compare to sy

Cited by 0SourcePDFScholar
2025

Distances Between Top-Truncated Elections of Different Sizes

AAAI 2025technical

The map of elections framework is a methodology for visualizing and analyzing election datasets. So far, the framework was restricted to elections that have equal numbers of candidates, equal numbers of voters, and where all the (ordinal) votes rank all the candidates. We extend it to the case of el…

2025

Strategic Cost Selection in Participatory Budgeting

NeurIPS 2025poster

We study strategic behavior of project proposers in the context of approval-based participatory budgeting (PB). In our model we assume that the votes are fixed and known and the proposers want to set as high project prices as possible, provided that their projects get selected and the prices are not…

Cited by 0SourceScholar
2024

Evaluation of Project Performance in Participatory Budgeting

IJCAI 2024poster

We study ways of evaluating the performance of losing projects in participatory budgeting (PB) elections by seeking actions that would make them win. We focus on lowering their costs, obtaining additional approvals, and removing approvals for competing projects: The larger a change is needed, the l…

Cited by 4SourcePDFScholar
2024

Guide to Numerical Experiments on Elections in Computational Social Choice

IJCAI 2024poster

We analyze how numerical experiments regarding elections were conducted within computational social choice literature (focusing on papers published in the IJCAI, AAAI, and AAMAS conferences). We analyze the sizes of the studied elections and the methods of generating preference data, thereby making…

2024

Nonparametric Detection of Gerrymandering in Multiparty Plurality Elections

IJCAI 2024poster

Partisan gerrymandering, i.e., manipulation of electoral district boundaries for political advantage, is one of the major challenges to election integrity in modern day democracies. Yet most of the existing methods for detecting partisan gerrymandering are narrowly tailored toward fully contested tw…

Cited by 0SourcePDFScholar
2024

Selecting the Most Conflicting Pair of Candidates

IJCAI 2024poster

We study committee elections from a perspective of finding the most conflicting candidates, that is, candidates that imply the largest amount of conflict, as per voter preferences. By proposing basic axioms to capture this objective, we show that none of the prominent multiwinner voting rules meet t…

2023

An Experimental Comparison of Multiwinner Voting Rules on Approval Elections

IJCAI 2023poster

In this paper, we experimentally compare major approval based multiwinner voting rules. To this end, we define a measure of similarity between two equal sized committees subject to a given election. Using synthetic elections coming from several distributions, we analyze how similar are the committee…

2023

Diversity, Agreement, and Polarization in Elections

IJCAI 2023poster

We consider the notions of agreement, diversity, and polarization in ordinal elections (that is, in elections where voters rank the candidates). While (computational) social choice offers good measures of agreement between the voters, such measures for the other two notions are lacking. We attempt t…

2023

Participatory Budgeting: Data, Tools and Analysis

IJCAI 2023poster

We provide a library of participatory budgeting data (Pabulib) and open source tools (Pabutools and Pabustats) for analysing this data. We analyse how the results of participatory budgeting elections would change if a different selection rule was applied. We provide evidence that the outc…

Cited by 26SourcePDFScholar
2022

Expected Frequency Matrices of Elections: Computation, Geometry, and Preference Learning

NeurIPS 2022accept

We use the "map of elections" approach of Szufa et al. (AAMAS 2020) to analyze several well-known vote distributions. For each of them, we give an explicit formula or an efficient algorithm for computing its frequency matrix, which captures the probability that a given candidate appears in a given p…

2022

How to Sample Approval Elections?

IJCAI 2022poster

We extend the map-of-elections framework to the case of approval elections. While doing so, we study a number of statistical cultures, including some new ones, and we analyze their properties. We find that approval elections can be understood in terms of the average number of approvals in the votes,…

Cited by 23SourcePDFScholar
2022

The Complexity of Subelection Isomorphism Problems

AAAI 2022technical

We study extensions of the Election Isomorphism problem, focused on the existence of isomorphic subelections. Specifically, we propose the Subelection Isomorphism and the Maximum Common Subelection problems and study their computational complexity and approximability. Using our problems in experimen…

2022

Understanding Distance Measures Among Elections

IJCAI 2022poster

Motivated by putting empirical work based on (synthetic) election data on a more solid mathematical basis, we analyze six distances among elections, including, e.g., the challenging-to-compute but very precise swap distance and the distance used to form the so-called map of elections. Among the six,…

Cited by 19SourcePDFScholar
2021

Putting a Compass on the Map of Elections

IJCAI 2021poster

In their AAMAS 2020 paper, Szufa et al. presented a "map of elections" that visualizes a set of 800 elections generated from various statistical cultures. While similar elections are grouped together on this map, there is no obvious interpretation of the elections' positions. We provide such an inte…

Cited by 38SourcePDFScholar