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This briefing paper focuses on data equity within foundation models, both in terms of the impact of Generative AI (genAI) on society and on the further development of genAI tools. GenAI promises immense potential to drive digital and social…

Propelled by their remarkable capabilities to generate novel and engaging content, Generative Artificial Intelligence (GenAI) technologies are disrupting traditional workflows in many industries. While prior research has examined GenAI from…

Human-Computer Interaction · Computer Science 2024-04-08 Yuan Sun , Eunchae Jang , Fenglong Ma , Ting Wang

Despite the widespread use of artificial intelligence (AI), designing user experiences (UX) for AI-powered systems remains challenging. UX designers face hurdles understanding AI technologies, such as pre-trained language models, as design…

Human-Computer Interaction · Computer Science 2023-02-22 Q. Vera Liao , Hariharan Subramonyam , Jennifer Wang , Jennifer Wortman Vaughan

Generative AI (GenAI) tools are rapidly transforming knowledge work, making AI literacy a critical priority for organizations. However, research on AI literacy lacks empirical insight into how knowledge workers' beliefs around GenAI…

Human-Computer Interaction · Computer Science 2026-04-28 Qing Nancy Xia , Marios Constantinides , Advait Sarkar , Duncan Brumby , Anna Cox

Context: Software engineering (SE) researchers increasingly study Generative AI (GenAI) while also incorporating it into their own research practices. Despite rapid adoption, there is limited empirical evidence on how GenAI is used in SE…

In recent years, generative AI (GenAI), like large language models and text-to-image models, has received significant attention across various domains. However, ensuring the responsible generation of content by these models is crucial for…

Computers and Society · Computer Science 2024-09-04 Jindong Gu

Artificial Intelligence (AI), particularly through the advent of large-scale generative AI (GenAI) models such as Large Language Models (LLMs), has become a transformative element in contemporary technology. While these models have unlocked…

Software Engineering · Computer Science 2024-01-19 Boming Xia , Qinghua Lu , Liming Zhu , Sung Une Lee , Yue Liu , Zhenchang Xing

Generative AI has made remarkable strides to revolutionize fields such as image and video generation. These advancements are driven by innovative algorithms, architecture, and data. However, the rapid proliferation of generative models has…

Artificial Intelligence · Computer Science 2024-11-12 Dongfu Jiang , Max Ku , Tianle Li , Yuansheng Ni , Shizhuo Sun , Rongqi Fan , Wenhu Chen

As AI models and services are used in a growing number of highstakes areas, a consensus is forming around the need for a clearer record of how these models and services are developed to increase trust. Several proposals for higher quality…

Human-Computer Interaction · Computer Science 2020-06-30 John Richards , David Piorkowski , Michael Hind , Stephanie Houde , Aleksandra Mojsilović

Users increasingly rely on consumer-facing generative AI (GenAI) for tasks ranging from everyday needs to sensitive use cases. Yet, it remains unclear whether and how existing security and privacy (S&P) communications in GenAI tools shape…

Human-Computer Interaction · Computer Science 2026-04-21 Jiaxun Cao , Yu Dong , Chunxi Zhan , Rithvik Neti , Sai Teja Peddinti , Pardis Emami-Naeini

Generative Artificial Intelligence (GenAI) has become a central component of many development tools (e.g., GitHub Copilot) that support software practitioners across multiple programming tasks, including code completion, documentation, and…

Open-source status should not shield generative artificial intelligence systems from ethical or legal accountability. Through a rigorous analysis of regulatory, legal, and policy frameworks, this Article contends that open-source GenAI must…

Computers and Society · Computer Science 2026-02-02 David Atkinson

Documenting frameworks provides its users and maintainers useful information on that software's architecture, design, and customization. Despite documentation's importance, the process of creating and maintaining it is considered to imply…

Software Engineering · Computer Science 2022-03-29 João Santos , Filipe Correia

Since 2022, generative AI (genAI) has rapidly become integrated into workplaces. Though organizations have made commitments to use this technology "responsibly", how organizations and their employees prioritize responsibility in their…

Computers and Society · Computer Science 2025-01-29 Genevieve Smith , Natalia Luka , Merrick Osborne , Brian Lattimore , Jessica Newman , Brandie Nonnecke , Brent Mittelstadt

Documentation plays a crucial role in both external accountability and internal governance of AI systems. Although there are many proposals for documenting AI data, models, systems, and methods, the ways these practices enhance governance…

Human-Computer Interaction · Computer Science 2024-12-11 Amy A. Winecoff , Miranda Bogen

As research and industry moves towards large-scale models capable of numerous downstream tasks, the complexity of understanding multi-modal datasets that give nuance to models rapidly increases. A clear and thorough understanding of a…

Human-Computer Interaction · Computer Science 2022-04-05 Mahima Pushkarna , Andrew Zaldivar , Oddur Kjartansson

Fact verification is a critical yet underexplored component of non-litigation legal practice. While existing research has examined automation in legal workflow and human-AI collaboration in high-stakes domains, little is known about how…

Human-Computer Interaction · Computer Science 2026-02-10 Sirui Han , Yuyao Zhang , Yidan Huang , Xueyan Li , Chengzhong Liu , Yike Guo

PEER-REVIEWED AND ACCEPTED IN IEEE- ISTAS 2025 The rapid evolution of Generative AI (GenAI) has introduced unprecedented opportunities while presenting complex challenges around ethics, accountability, and societal impact. This paper draws…

Computers and Society · Computer Science 2025-09-16 Dhari Gandhi , Himanshu Joshi , Lucas Hartman , Shabnam Hassani

This whitepaper highlights the dual importance of securing generative AI (genAI) platforms and leveraging genAI for cybersecurity. As genAI technologies proliferate, their misuse poses significant risks, including data breaches, model…

Cryptography and Security · Computer Science 2024-10-21 Hari Hayagreevan , Souvik Khamaru

The development of AI applications is a multidisciplinary effort, involving multiple roles collaborating with the AI developers, an umbrella term we use to include data scientists and other AI-adjacent roles on the same team. During these…

Computers and Society · Computer Science 2021-04-16 David Piorkowski , Soya Park , April Yi Wang , Dakuo Wang , Michael Muller , Felix Portnoy