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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…

Human-Computer Interaction · Computer Science 2023-06-19 Lara Groves , Aidan Peppin , Andrew Strait , Jenny Brennan

This position paper argues that effectively "democratizing AI" requires democratic governance and alignment of AI, and that this is particularly valuable for decisions with systemic societal impacts. Initial steps -- such as Meta's…

This paper introduces a conversational interface system that enables participatory design of differentially private AI systems in public sector applications. Addressing the challenge of balancing mathematical privacy guarantees with…

Information Theory · Computer Science 2025-05-28 Wenjun Yang , Eyhab Al-Masri

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.…

Artificial Intelligence · Computer Science 2021-11-02 Fernando Delgado , Stephen Yang , Michael Madaio , Qian Yang

Open source projects have made incredible progress in producing transparent and widely usable machine learning models and systems, but open source alone will face challenges in fully democratizing access to AI. Unlike software, AI models…

Computers and Society · Computer Science 2025-07-15 Joshua Tan , Nicholas Vincent , Katherine Elkins , Magnus Sahlgren

Participatory approaches to artificial intelligence (AI) and machine learning (ML) are gaining momentum: the increased attention comes partly with the view that participation opens the gateway to an inclusive, equitable, robust, responsible…

Computers and Society · Computer Science 2022-09-19 Abeba Birhane , William Isaac , Vinodkumar Prabhakaran , Mark Díaz , Madeleine Clare Elish , Iason Gabriel , Shakir Mohamed

Numerous parties are calling for the democratisation of AI, but the phrase is used to refer to a variety of goals, the pursuit of which sometimes conflict. This paper identifies four kinds of AI democratisation that are commonly discussed:…

Artificial Intelligence · Computer Science 2023-08-08 Elizabeth Seger , Aviv Ovadya , Ben Garfinkel , Divya Siddarth , Allan Dafoe

We design and test an efficient democratic process for developing policies that reflect informed public will. The process combines AI-enabled collective dialogues that make deliberation democratically viable at scale with bridging-based…

Computers and Society · Computer Science 2023-11-07 Andrew Konya , Lisa Schirch , Colin Irwin , Aviv Ovadya

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…

Human-Computer Interaction · Computer Science 2022-11-23 Michael Alan Chang , Shiran Dudy

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…

Computers and Society · Computer Science 2021-04-12 Soaad Hossain , Syed Ishtiaque Ahmed

Recent AI research has significantly reduced the barriers to apply AI, but the process of setting up the necessary tools and frameworks can still be a challenge. While AI-as-a-Service platforms have emerged to simplify the training and…

Machine Learning · Computer Science 2023-11-09 Dennis Rall , Bernhard Bauer , Thomas Fraunholz

Companies claim to "democratise" artificial intelligence (AI) when they donate AI open source software (OSS) to non-profit foundations or release AI models, among others, but what does this term mean and why do they do it? As the impact of…

Computers and Society · Computer Science 2024-09-27 Cailean Osborne

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…

Human-Computer Interaction · Computer Science 2023-10-03 Fernando Delgado , Stephen Yang , Michael Madaio , Qian Yang

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…

Computers and Society · Computer Science 2024-07-19 Ambreesh Parthasarathy , Aditya Phalnikar , Ameen Jauhar , Dhruv Somayajula , Gokul S Krishnan , Balaraman Ravindran

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…

Computers and Society · Computer Science 2025-06-25 Manon Revel , Théophile Pénigaud

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…

Computers and Society · Computer Science 2024-11-18 Samantha Dalal , Siobhan Mackenzie Hall , Nari Johnson

Artificial intelligence has become a part of the provision of governmental services, from making decisions about benefits to issuing fines for parking violations. However, AI systems rarely live up to the promise of neutral optimisation,…

Artificial Intelligence · Computer Science 2025-10-10 Dave Murray-Rust , Kars Alfrink , Cristina Zaga

This paper investigates mechanisms for scaling participation in participatory design (PD). Specifically, the paper focuses on managed communities, one strategy of generification work. We first give a brief introduction on the issue of…

Computers and Society · Computer Science 2020-05-29 Stefan Hochwarter , Babak A. Farshchian

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…

Human-Computer Interaction · Computer Science 2025-06-10 Leah Hope Ajmani , Nuredin Ali Abdelkadir , Stevie Chancellor

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…

Computers and Society · Computer Science 2026-05-19 Paul Anton Bachmann , Niclas Boehmer , Lukas Daniel Klausner , Martin Lackner
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