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The widespread adoption of Artificial Intelligence (AI) technologies in the public and private sectors has resulted in them significantly impacting the lives of people in new and unexpected ways. In this context, it becomes important to…

In recent years, discussions of responsible AI practices have seen growing support for "participatory AI" approaches, intended to involve members of the public in the design and development of AI systems. Prior research has identified a…

人机交互 · 计算机科学 2023-06-19 Lara Groves , Aidan Peppin , Andrew Strait , Jenny Brennan

This paper forms the second of a two-part series on the value of a participatory approach to AI development and deployment. The first paper had crafted a principled, as well as pragmatic, justification for deploying participatory methods in…

计算机与社会 · 计算机科学 2024-07-19 Ambreesh Parthasarathy , Aditya Phalnikar , Gokul S Krishnan , Ameen Jauhar , Balaraman Ravindran

The demands for accurate and representative generative AI systems means there is an increased demand on participatory evaluation structures. While these participatory structures are paramount to to ensure non-dominant values, knowledge and…

计算机与社会 · 计算机科学 2024-11-18 Samantha Dalal , Siobhan Mackenzie Hall , Nari Johnson

The potential for negative impacts of AI has rapidly become more pervasive around the world, and this has intensified a need for responsible AI governance. While many regulatory bodies endorse risk-based approaches and a multitude of risk…

计算机与社会 · 计算机科学 2025-02-24 Julia Barnett , Kimon Kieslich , Natali Helberger , Nicholas Diakopoulos

Generative AI, such as image generation models and large language models, stands to provide tremendous value to end-user programmers in creative and knowledge workflows. Current research methods struggle to engage end-users in a realistic…

Participatory Artificial Intelligence (PAI) has recently gained interest by researchers as means to inform the design of technology through collective's lived experience. PAI has a greater promise than that of providing useful input to…

人机交互 · 计算机科学 2022-11-23 Michael Alan Chang , Shiran Dudy

Recent progress in artificial intelligence (AI) marks a pivotal moment in human history. It presents the opportunity for machines to learn, adapt, and perform tasks that have the potential to assist people, from everyday activities to their…

综合经济学 · 经济学 2024-02-02 Guy Ben-Ishai , Jeff Dean , James Manyika , Ruth Porat , Hal Varian , Kent Walker

As AI technologies become more human-facing, there have been numerous calls to adapt participatory approaches to AI development -- spurring the idea of participatory AI. However, these calls often focus only on primary stakeholders, such as…

人机交互 · 计算机科学 2025-06-10 Leah Hope Ajmani , Nuredin Ali Abdelkadir , Stevie Chancellor

Participatory machine learning (ML) encourages the inclusion of end users and people affected by ML systems in design and development processes. We interviewed 18 participation brokers -- individuals who facilitate such inclusion and…

人机交互 · 计算机科学 2024-07-31 Ned Cooper , Alex Zafiroglu

Conventional automated decision-support systems often prioritize predictive accuracy, overlooking the complexities of real-world settings where stakeholders' preferences may diverge or conflict. This can lead to outcomes that disadvantage…

机器学习 · 计算机科学 2025-11-25 Vittoria Vineis , Giuseppe Perelli , Gabriele Tolomei

Artificial Intelligence (AI) is increasingly used to analyze large amounts of data in various practices, such as object recognition. We are specifically interested in using AI-powered systems to engage local communities in developing plans…

This article unpacks the design choices behind longstanding and newly proposed computational frameworks aimed at finding common grounds across collective preferences and examines their potential future impacts, both technically and…

计算机与社会 · 计算机科学 2025-06-25 Manon Revel , Théophile Pénigaud

With there being many technical and ethical issues with artificial intelligence (AI) that involve marginalized communities, there is a growing interest for design methods used with marginalized people that may be transferable to the design…

计算机与社会 · 计算机科学 2021-04-12 Soaad Hossain , Syed Ishtiaque Ahmed

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…

计算机与社会 · 计算机科学 2025-09-29 Andreas Jungherr , Adrian Rauchfleisch

Despite the growing consensus that stakeholders affected by AI systems should participate in their design, enormous variation and implicit disagreements exist among current approaches. For researchers and practitioners who are interested in…

人机交互 · 计算机科学 2023-10-03 Fernando Delgado , Stephen Yang , Michael Madaio , Qian Yang

There is a growing consensus in HCI and AI research that the design of AI systems needs to engage and empower stakeholders who will be affected by AI. However, the manner in which stakeholders should participate in AI design is unclear.…

人工智能 · 计算机科学 2021-11-02 Fernando Delgado , Stephen Yang , Michael Madaio , Qian Yang

Given that there are a variety of stakeholders involved in, and affected by, decisions from machine learning (ML) models, it is important to consider that different stakeholders have different transparency needs. Previous work found that…

人机交互 · 计算机科学 2021-06-02 Ana Lucic , Madhulika Srikumar , Umang Bhatt , Alice Xiang , Ankur Taly , Q. Vera Liao , Maarten de Rijke

With the growing adoption of AI systems, reasoning about how society can exert control over AI becomes an increasingly urgent problem. Existing work on democratic control largely focuses on macro-level governance. In contrast, we propose a…

计算机与社会 · 计算机科学 2026-05-19 Paul Anton Bachmann , Niclas Boehmer , Lukas Daniel Klausner , Martin Lackner

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
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