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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…

Computers and Society · Computer Science 2026-02-18 Salim Hafid , Manon Berriche , Jean-Philippe Cointet

This review examines how AI technologies are transforming democratic representation, focusing on citizen participation and algorithmic decision-making. The analysis reveals that AI technologies are reshaping democratic processes in…

Computers and Society · Computer Science 2025-08-27 Yuval Rymon

Political online participation in the form of discussing political issues and exchanging opinions among citizens is gaining importance with more and more formats being held digitally. To come to a decision, a thorough discussion and…

Computation and Language · Computer Science 2026-03-27 Maike Behrendt , Stefan Sylvius Wagner , Carina Weinmann , Marike Bormann , Mira Warne , Stefan Harmeling

Research exploring how to support decision-making has often used machine learning to automate or assist human decisions. We take an alternative approach for improving decision-making, using machine learning to help stakeholders surface ways…

Human-Computer Interaction · Computer Science 2023-02-24 Angie Zhang , Olympia Walker , Kaci Nguyen , Jiajun Dai , Anqing Chen , Min Kyung Lee

Designers of online deliberative platforms aim to counter the degrading quality of online debates. Support technologies such as machine learning and natural language processing open avenues for widening the circle of people involved in…

Artificial Intelligence · Computer Science 2023-02-22 Ruth Shortall , Anatol Itten , Michiel van der Meer , Pradeep K. Murukannaiah , Catholijn M. Jonker

Citizen-focused democratic processes where participants deliberate on alternatives and then vote to make the final decision are increasingly popular today. While the computational social choice literature has extensively investigated voting…

Multiagent Systems · Computer Science 2023-05-17 Kanav Mehra , Nanda Kishore Sreenivas , Kate Larson

The strength of democracy lies in the free and equal exchange of diverse viewpoints. Living up to this ideal at scale faces inherent tensions: broad participation, meaningful deliberation, and political equality often trade off with one…

With the increasing pervasiveness of algorithms across industry and government, a growing body of work has grappled with how to understand their societal impact and ethical implications. Various methods have been used at different stages of…

Computers and Society · Computer Science 2022-07-21 Julia Barnett , Nicholas Diakopoulos

How AI models should deal with political topics has been discussed, but it remains challenging and requires better governance. This paper examines the governance of large language models through individual and collective deliberation,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Tanusree Sharma , Yujin Potter , Zachary Kilhoffer , Yun Huang , Dawn Song , Yang Wang

Digital deliberation has expanded democratic participation, yet challenges remain. This includes processing information at scale, moderating discussions, fact-checking, or attracting people to participate. Recent advances in artificial…

Computers and Society · Computer Science 2025-09-29 Andreas Jungherr , Adrian Rauchfleisch

AI is increasingly used to scale collective decision-making, but far less attention has been paid to how such systems can support procedural legitimacy, particularly the conditions shaping losers' consent: whether participants who do not…

Human-Computer Interaction · Computer Science 2026-04-08 Suyash Fulay , Prerna Ravi , Emily Kubin , Shrestha Mohanty , Michiel Bakker , Deb Roy

A central feature of many deliberative processes, such as citizens' assemblies and deliberative polls, is the opportunity for participants to engage directly with experts. While participants are typically invited to propose questions for…

Artificial Intelligence · Computer Science 2026-04-28 Soham De , Lodewijk Gelauff , Ashish Goel , Smitha Milli , Ariel Procaccia , Alice Siu

Digital democracy and new forms for direct digital participation in policy making gain unprecedented momentum. This is particularly the case for preferential voting methods and decision-support systems designed to promote fairer, more…

Computers and Society · Computer Science 2024-08-08 Renato Kunz , Fatemeh Banaie , Abhinav Sharma , Carina I. Hausladen , Dirk Helbing , Evangelos Pournaras

This chapter introduces the concept of Collective Intelligence for Deliberative Democracy (CI4DD). We propose that the use of computational tools, specifically artificial intelligence to advance deliberative democracy, is an instantiation…

Computers and Society · Computer Science 2026-03-18 Anna De Liddo , Lucas Anastasiou , Simon Buckingham Shum

Deliberative democracy arguably leads to better collective decisions, but is fundamentally constrained by human attention and bandwidth. While recent AI-mediated deliberations scale participation by synthesizing inputs from many humans,…

Computers and Society · Computer Science 2026-05-28 Joseph Low , Oscar Duys , Claude Formanek , Michiel Bakker , Lewis Hammond

Recent years have seen an increase in the use of online deliberation platforms (DPs). One of the main objectives of DPs is to enhance democratic participation, by allowing citizens to post, comment, and vote on policy proposals. But in what…

Computers and Society · Computer Science 2026-02-27 Nicolien Janssens , Frederik van de Putte

Participatory Budgeting (PB) has evolved into a key democratic instrument for resource allocation in cities. Enabled by digital platforms, cities now have the opportunity to let citizens directly propose and vote on urban projects, using…

Human-Computer Interaction · Computer Science 2024-10-14 Joshua C. Yang , Carina I. Hausladen , Dominik Peters , Evangelos Pournaras , Regula Hänggli Fricker , Dirk Helbing

Online discussion platforms are a vital part of the public discourse in a deliberative democracy. However, how to interpret the outcomes of the discussions on these platforms is often unclear. In this paper, we propose a novel and…

Computer Science and Game Theory · Computer Science 2024-02-09 Michael Bernreiter , Jan Maly , Oliviero Nardi , Stefan Woltran

Citizens' assemblies need to represent subpopulations according to their proportions in the general population. These large committees are often constructed in an online fashion by contacting people, asking for the demographic features of…

Artificial Intelligence · Computer Science 2021-12-06 Virginie Do , Jamal Atif , Jérôme Lang , Nicolas Usunier

Much of the success of multi-agent debates depends on carefully choosing the right parameters. The decision-making protocol stands out as it can highly impact final model answers, depending on how decisions are reached. Systematic…

Multiagent Systems · Computer Science 2025-10-01 Lars Benedikt Kaesberg , Jonas Becker , Jan Philip Wahle , Terry Ruas , Bela Gipp
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