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In stochastic combinatorial optimization, algorithms differ in their adaptivity: whether or not they query realized randomness and adapt to it. Dean et al. (FOCS '04) formalize the adaptivity gap, which compares the performance of fully…

数据结构与算法 · 计算机科学 2026-03-03 Zohar Barak , Inbal Talgam-Cohen

We consider the participatory budgeting problem where each of $n$ voters specifies additive utilities over $m$ candidate projects with given sizes, and the goal is to choose a subset of projects (i.e., a committee) with total size at most…

计算机科学与博弈论 · 计算机科学 2026-01-07 Kamesh Munagala , Yiheng Shen , Kangning Wang

Imagine you are a computer scientist who enjoys attending conferences or workshops within the year. Sadly, your travel budget is limited, so you must select a subset of events you can travel to. When you are aware of all possible events and…

数据结构与算法 · 计算机科学 2025-05-01 Jakub Balabán , Matthias Gehnen , Henri Lotze , Finn Seesemann , Moritz Stocker

We propose a design for philanthropic or publicly-funded seeding to allow (near) optimal provision of a decentralized, self-organizing ecosystem of public goods. The concept extends ideas from Quadratic Voting to a funding mechanism for…

综合经济学 · 经济学 2020-08-18 Vitalik Buterin , Zoe Hitzig , E. Glen Weyl

In the online simple knapsack problem items are presented in an iterative fashion and an algorithm has to decide for each item whether to reject or permanently include it into the knapsack without any knowledge about the rest of the…

数据结构与算法 · 计算机科学 2022-02-07 Hans-Joachim Boeckenhauer , Elisabet Burjons , Fabian Frei , Juraj Hromkovic , Henri Lotze , Peter Rossmanith

Assume $k$ candidates need to be selected. The candidates appear over time. Each time one appears, it must be immediately selected or rejected -- a decision that is made by a group of individuals through voting. Assume the voters use…

计算机科学与博弈论 · 计算机科学 2022-05-09 Virginie Do , Matthieu Hervouin , Jérôme Lang , Piotr Skowron

Local and federal agencies are rapidly adopting AI systems to augment or automate critical decisions, efficiently use resources, and improve public service delivery. AI systems are being used to support tasks associated with urban planning,…

We study low sample complexity mechanisms in participatory budgeting (PB), where each voter votes for a preferred allocation of funds to various projects, subject to project costs and total spending constraints. We analyze the distortion…

计算机科学与博弈论 · 计算机科学 2023-06-27 Mohak Goyal , Sukolsak Sakshuwong , Sahasrajit Sarmasarkar , Ashish Goel

During deliberation processes, mediators and facilitators typically need to select a small and representative set of opinions later used to produce digestible reports for stakeholders. In online deliberation platforms, algorithmic selection…

计算机与社会 · 计算机科学 2026-02-18 Salim Hafid , Manon Berriche , Jean-Philippe Cointet

Budget aggregation is a process in which citizens vote by declaring their individual ideal budget allocation, and a pre-determined rule aggregates all votes into a single outcome. Recent theoretical work has proposed various aggregation…

计算机科学与博弈论 · 计算机科学 2026-04-14 Ayelet Amster , Lioz Akirav , Rica Gonen , Erel Segal-Halevi

Neighbor-based collaborative ranking (NCR) techniques follow three consecutive steps to recommend items to each target user: first they calculate the similarities among users, then they estimate concordance of pairwise preferences to the…

信息检索 · 计算机科学 2018-11-06 Bita Shams , Saman Haratizadeh

Platforms for online civic participation rely heavily on methods for condensing thousands of comments into a relevant handful, based on whether participants agree or disagree with them. These methods should guarantee fair representation of…

计算机科学与博弈论 · 计算机科学 2023-12-25 Daniel Halpern , Gregory Kehne , Ariel D. Procaccia , Jamie Tucker-Foltz , Manuel Wüthrich

Rollout algorithms have demonstrated excellent performance on a variety of dynamic and discrete optimization problems. Interpreted as an approximate dynamic programming algorithm, a rollout algorithm estimates the value-to-go at each…

数据结构与算法 · 计算机科学 2013-11-27 Andrew Mastin , Patrick Jaillet

This research examines how Artificial Intelligence (AI) can improve participatory budgeting processes within smart cities. In response to challenges like declining civic participation and resource allocation conflicts, the study explores…

计算机与社会 · 计算机科学 2025-09-23 Italo Alberto Sousa , Mariana Carvalho da Silva , Jorge Machado , José Carlos Vaz

We discuss an algorithmic intervention aimed at increasing equity and economic efficiency at a crowdfunding platform that gives cash subsidies to grantees. Through a blend of technical and qualitative methods, we show that the previous…

计算机科学与博弈论 · 计算机科学 2025-09-24 Joel Miller , E. Glen Weyl , Chris Kanich

Peer reviews, evaluations, and selections are a fundamental aspect of modern science. Funding bodies the world over employ experts to review and select the best proposals from those submitted for funding. The problem of peer selection,…

计算机科学与博弈论 · 计算机科学 2019-05-01 Haris Aziz , Omer Lev , Nicholas Mattei , Jeffrey S. Rosenschein , Toby Walsh

We study the dynamic pricing problem with knapsack, addressing the challenge of balancing exploration and exploitation under resource constraints. We introduce three algorithms tailored to different informational settings: a Boundary…

最优化与控制 · 数学 2025-01-27 Ruicheng Ao , Jiashuo Jiang , David Simchi-Levi

The typical algorithmic problem in viral marketing aims to identify a set of influential users in a social network, who, when convinced to adopt a product, shall influence other users in the network and trigger a large cascade of adoptions.…

机器学习 · 计算机科学 2014-04-17 Nan Du , Yingyu Liang , Maria Florina Balcan , Le Song

This research examines the role of Generative Artificial Intelligence (AI) in enhancing citizen engagement in participatory budgeting. In response to challenges like declining civic participation and increased societal polarization, the…

计算机与社会 · 计算机科学 2025-09-25 Italo Alberto do Nascimento Sousa , Jorge Machado , Jose Carlos Vaz

We introduce BallotRank, a ranked preference aggregation method derived from a modified PageRank algorithm. It is a Condorcet-consistent method without damping, and empirical examination of nearly 2,000 ranked choice elections and over…

计算机科学与博弈论 · 计算机科学 2026-01-22 Jason Douglas Todd , Ismar Volic