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As increasingly powerful generative AI systems are developed, the release method greatly varies. We propose a framework to assess six levels of access to generative AI systems: fully closed; gradual or staged access; hosted access;…

Computers and Society · Computer Science 2023-02-10 Irene Solaiman

Open-weight advanced AI models -- systems whose parameters are freely available for download and adaptation -- are reshaping the global AI landscape. As these models rapidly close the performance gap with closed alternatives, they enable…

Computers and Society · Computer Science 2026-02-24 Bengüsu Özcan , Alex Petropoulos , Max Reddel

The downstream use cases, benefits, and risks of AI models depend significantly on what sort of access is provided to the model, and who it is provided to. Though existing safety frameworks and AI developer usage policies recognise that the…

Computers and Society · Computer Science 2024-12-03 Edward Kembery , Tom Reed

Applications of Generative AI (Gen AI) are expected to revolutionize a number of different areas, ranging from science & medicine to education. The potential for these seismic changes has triggered a lively debate about the potential risks…

Generative artificial intelligence (Gen AI) systems represent a critical technology with far-reaching implications across multiple domains of society. However, their deployment entails a range of risks and challenges that require careful…

Computers and Society · Computer Science 2025-10-31 Jorge Machado

Generative AI (genAI) tools promise productivity gains, yet miscalibrated trust and usage friction still hinder adoption. Moreover, genAI can be exclusionary, failing to adequately support diverse users. One such aspect of diversity is…

Generative AI systems are transforming content creation, but their usability remains a key challenge. This paper examines usability factors such as user experience, transparency, control, and cognitive load. Common challenges include…

Human-Computer Interaction · Computer Science 2025-02-26 Anna Ravera , Cristina Gena

The downstream use cases, benefits, and risks of AI systems depend significantly on the access afforded to the system, and to whom. However, the downstream implications of different access styles are not well understood, making it difficult…

Computers and Society · Computer Science 2024-12-03 Edward Kembery , Ben Bucknall , Morgan Simpson

Recent decisions by leading AI labs to either open-source their models or to restrict access to their models has sparked debate about whether, and how, increasingly capable AI models should be shared. Open-sourcing in AI typically refers to…

In the next few years, applications of Generative AI are expected to revolutionize a number of different areas, ranging from science & medicine to education. The potential for these seismic changes has triggered a lively debate about…

Frontier AI companies increasingly rely on external evaluations to assess risks from dangerous capabilities before deployment. However, external evaluators often receive limited model access, limited information, and little time, which can…

Computers and Society · Computer Science 2026-01-21 Jacob Charnock , Alejandro Tlaie , Kyle O'Brien , Stephen Casper , Aidan Homewood

We argue that there is a need for Accessibility to be represented in several important domains: - Capitalize on the new capabilities AI provides - Support for open source development of AI, which can allow disabled and disability focused…

Computers and Society · Computer Science 2025-03-20 Jennifer Mankoff , Janice Light , James Coughlan , Christian Vogler , Abraham Glasser , Gregg Vanderheiden , Laura Rice

Context: The rapid emergence of generative AI (GenAI) tools has begun to reshape various software engineering activities. Yet, their adoption within agile environments remains underexplored. Objective: This study investigates how agile…

Generative Artificial Intelligence (GenAI) is rapidly reshaping higher education, yet barriers to its adoption across different disciplines and institutional roles remain underexplored. Existing literature frequently attributes adoption…

Computers and Society · Computer Science 2026-05-29 Jianhua Yang , Kerem Öge , Adrian von Mühlenen , Abdullah Bilal Akbulut , Tanya Suzanne Carey , Chidi Okorro

Since late 2022, generative AI has taken the world by storm, with widespread use of tools including ChatGPT, Gemini, and Claude. Generative AI and large language model (LLM) applications are transforming how individuals find and access data…

Artificial Intelligence · Computer Science 2024-05-08 Hannah Chafetz , Sampriti Saxena , Stefaan G. Verhulst

The growing capabilities of generative AI (GenAI) have begun to reshape how games are designed and developed, offering new tools for content creation, gameplay simulation, and design ideation. While prior research has explored traditional…

Software Engineering · Computer Science 2025-07-25 Xiang Echo Chen , Wenhan Zhu , Guoshuai Albert Shi , Michael W. Godfrey

The use of Generative AI (GenAI) tools in software development has raised questions about their impact on productivity, code quality, and developer practices. Prior research presents mixed findings, with objective analyses identifying…

Software Engineering · Computer Science 2026-05-12 Mark Looi

The rapid expansion of generative artificial intelligence (AI) is transforming work, creativity, and economic security in ways that extend beyond automation and productivity. This paper examines four interconnected dimensions of…

Computers and Society · Computer Science 2026-01-22 Haocheng Lin

Most frameworks for assessing the openness of AI systems use narrow criteria such as availability of data, model, code, documentation, and licensing terms. However, to evaluate whether the intended effects of openness - such as…

Computers and Society · Computer Science 2025-10-14 Tamara Paris , Shalaleh Rismani

Robust access to trustworthy information is a critical need for society with implications for knowledge production, public health education, and promoting informed citizenry in democratic societies. Generative AI technologies may enable new…

Information Retrieval · Computer Science 2024-07-17 Bhaskar Mitra , Henriette Cramer , Olya Gurevich
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