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While manipulative attacks on elections have been well-studied, only recently has attention turned to attacks that account for geographic information, which are extremely common in the real world. The most well known in the media is…

计算机科学与博弈论 · 计算机科学 2020-03-17 Zack Fitzsimmons , Omer Lev

Recently, an increasing number of researchers, especially in the realm of political redistricting, have proposed sampling-based techniques to generate a subset of plans from the vast space of districting plans. These techniques have been…

人工智能 · 计算机科学 2022-06-09 Subhodip Biswas , Fanglan Chen , Zhiqian Chen , Chang-Tien Lu , Naren Ramakrishnan

Algorithmic and statistical approaches to congressional redistricting are becoming increasingly valuable tools in courts and redistricting commissions for quantifying gerrymandering in the United States. While there is existing literature…

计算机与社会 · 计算机科学 2021-11-18 Gilvir Gill

In a representative democracy, the electoral process involves partitioning geographical space into districts which each elect a single representative. These representatives craft and vote on legislation, incentivizing political parties to…

数据结构与算法 · 计算机科学 2023-12-08 Andrew Fraser , Brian Lavallee , Blair D. Sullivan

Every representative democracy must specify a mechanism under which voters choose their representatives. The most common mechanism in the United States -- Winner takes all single-member districts -- both enables substantial partisan…

计算机科学与博弈论 · 计算机科学 2026-02-23 Nikhil Garg , Wes Gurnee , David Rothschild , David Shmoys

Decisions about how the population of the United States should be divided into legislative districts have powerful and not fully understood effects on the outcomes of elections. The problem of understanding what we might mean by "fair…

物理与社会 · 物理学 2020-06-22 Jordan S. Ellenberg

This article expands on the redistricting algorithm proposed by Chen and Rodden (2015) for states with fewer than eight congressional districts, populations highly concentrated in urban areas, or state laws that require preservation of…

物理与社会 · 物理学 2025-08-11 Stefanie G. Wang , Nathaniel C. Merrill

Geographical considerations such as contiguity and compactness are necessary elements of political districting in practice. Yet an analysis of the problem without such constraints yields mathematical insights that can inform real-world…

物理与社会 · 物理学 2022-02-04 Gerdus Benade , Nam Ho-Nguyen , J. N. Hooker

The recent wave of attention to partisan gerrymandering has come with a push to refine or replace the laws that govern political redistricting around the country. A common element in several states' reform efforts has been the inclusion of…

计算机与社会 · 计算机科学 2020-05-27 Daryl DeFord , Moon Duchin , Justin Solomon

Genetic algorithms, computer programs that simulate natural evolution, are increasingly applied across many disciplines. They have been used to solve various optimisation problems from neural network architecture search to strategic games,…

神经与进化计算 · 计算机科学 2021-09-14 Aymeric Vie , Alissa M. Kleinnijenhuis , Doyne J. Farmer

Artificial intelligence has made remarkable progress in handling complex tasks, thanks to advances in hardware acceleration and machine learning algorithms. However, to acquire more accurate outcomes and solve more complex issues,…

机器学习 · 计算机科学 2023-09-12 Mohammad Dehghani , Zahra Yazdanparast

When auditing a redistricting plan, a persuasive method is to compare the plan with an ensemble of neutrally drawn redistricting plans. Ensembles are generated via algorithms that sample distributions on balanced graph partitions. To audit…

物理与社会 · 物理学 2024-02-01 Gabriel Chuang , Gregory Herschlag , Jonathan C. Mattingly

"Compactness," or the use of shape as a proxy for fairness, has been a long-running theme in the scrutiny of electoral districts; badly-shaped districts are often flagged as examples of the abuse of power known as gerrymandering. The most…

物理与社会 · 物理学 2023-08-17 Moon Duchin , Bridget Eileen Tenner

Gerrymandering is a long-standing issue within the U.S. political system, and it has received scrutiny recently by the U.S. Supreme Court. In this note, we prove that deciding whether there exists a fair redistricting among legal maps is…

计算复杂性 · 计算机科学 2018-08-28 Richard Kueng , Dustin G. Mixon , Soledad Villar

Genetic algorithms are considered as one of the most efficient search techniques. Although they do not offer an optimal solution, their ability to reach a suitable solution in considerably short time gives them their respectable role in…

神经与进化计算 · 计算机科学 2014-01-22 Ayman M. Bahaa-Eldin , A. M. A. Wahdan , H. M. K. Mahdi

In this paper, we propose to use the concept of local fairness for auditing and ranking redistricting plans. Given a redistricting plan, a deviating group is a population-balanced contiguous region in which a majority of individuals are of…

计算机科学与博弈论 · 计算机科学 2022-11-22 Shao-Heng Ko , Erin Taylor , Pankaj K. Agarwal , Kamesh Munagala

Understanding how AI will represent and reason about geography should be a key concern for all of us, as the broader public increasingly interacts with spaces and places through these systems. Similarly, in line with the nature of…

人工智能 · 计算机科学 2026-03-20 Krzysztof Janowicz , Gengchen Mai , Rui Zhu , Song Gao , Zhangyu Wang , Yingjie Hu , Lauren Bennett

This text provides an introduction to distributed local algorithms -- an area at the intersection of theoretical computer science and discrete mathematics. We collect recent results in the area and demonstrate how they lead to a clean…

分布式、并行与集群计算 · 计算机科学 2024-11-22 Václav Rozhoň

This article introduces the 50stateSimulations, a collection of simulated congressional districting plans and underlying code developed by the Algorithm-Assisted Redistricting Methodology (ALARM) Project. The 50stateSimulations allow for…

This paper presents a novel mechanism to endogenously determine the fair division of a state into electoral districts in a two-party setting. No geometric constraints are imposed on voter distributions or district shapes; instead, it is…

计算机科学与博弈论 · 计算机科学 2019-01-07 Jamie Tucker-Foltz