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Related papers: A Blueprint for Auditing Generative AI

200 papers

This study investigates how high school-aged youth engage in algorithm auditing to identify and understand biases in artificial intelligence and machine learning (AI/ML) tools they encounter daily. With AI/ML technologies being increasingly…

Human-Computer Interaction · Computer Science 2025-08-11 Luis Morales-Navarro , Michelle Gan , Evelyn Yu , Lauren Vogelstein , Yasmin B. Kafai , Danaé Metaxa

Generative AI research increasingly confronts a shared problem: systems must sustain yet govern their own generative activity when uncertainty is high, evidence is missing, or context is insufficient. This position paper argues that…

Neurons and Cognition · Quantitative Biology 2026-05-26 Eugene Yu Ji , Igor Grossmann , Amir-Hossein Karimi

Generative AI (GenAI) models present new challenges in regulating against discriminatory behavior. In this paper, we argue that GenAI fairness research still has not met these challenges; instead, a significant gap remains between existing…

Machine Learning · Computer Science 2024-12-31 Thomas P. Zollo , Nikita Rajaneesh , Richard Zemel , Talia B. Gillis , Emily Black

The rapid expansion of Artificial Intelligence (AI) in digital platforms used by youth has created significant challenges related to privacy, autonomy, and data protection. While AI-driven personalization offers enhanced user experiences,…

Computers and Society · Computer Science 2026-02-02 Austin Shouli , Ankur Barthwal , Molly Campbell , Ajay Kumar Shrestha

Generative AI (GenAI) systems are inherently non-deterministic, producing varied outputs even for identical inputs. While this variability is central to their appeal, it challenges established HCI evaluation practices that typically assume…

Human-Computer Interaction · Computer Science 2026-01-30 Hyerim Park , Khanh Huynh , Malin Eiband , Jeremy Dillmann , Sven Mayer , Michael Sedlmair

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

Audits contribute to the trustworthiness of Learning Analytics (LA) systems that integrate Artificial Intelligence (AI) and may be legally required in the future. We argue that the efficacy of an audit depends on the auditability of the…

Computers and Society · Computer Science 2024-11-15 Linda Fernsel , Yannick Kalff , Katharina Simbeck

Generative AI has made significant strides, yet concerns about the accuracy and reliability of its outputs continue to grow. Such inaccuracies can have serious consequences such as inaccurate decision-making, the spread of false…

Databases · Computer Science 2023-10-12 Nan Tang , Chenyu Yang , Ju Fan , Lei Cao , Yuyu Luo , Alon Halevy

Alignment of artificial intelligence (AI) encompasses the normative problem of specifying how AI systems should act and the technical problem of ensuring AI systems comply with those specifications. To date, AI alignment has generally…

Scientific research organizations that are developing and deploying Artificial Intelligence (AI) systems are at the intersection of technological progress and ethical considerations. The push for Responsible AI (RAI) in such institutions…

Artificial Intelligence · Computer Science 2023-12-18 Muneera Bano , Didar Zowghi , Pip Shea , Georgina Ibarra

The tremendous rise of generative AI has reached every part of society - including the news environment. There are many concerns about the individual and societal impact of the increasing use of generative AI, including issues such as…

Computers and Society · Computer Science 2024-02-29 Kimon Kieslich , Nicholas Diakopoulos , Natali Helberger

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

As organizations face increasing pressure to understand their corporate and products' carbon footprints, artificial intelligence (AI)-assisted calculation systems for footprinting are proliferating, but with widely varying levels of rigor…

Computers and Society · Computer Science 2025-09-03 Shaena Ulissi , Andrew Dumit , P. James Joyce , Krishna Rao , Steven Watson , Sangwon Suh

With the rapid rise of generative AI in higher education and the unreliability of current AI detection tools, developing policies that encourage student learning and critical thinking has become increasingly important. This study examines…

Artificial Intelligence · Computer Science 2025-09-18 Hannah Klawa , Shraddha Rajpal , Cigole Thomas

This paper introduces a competency-based model for generative artificial intelligence (AI) literacy covering essential skills and knowledge areas necessary to interact with generative AI. The competencies range from foundational AI literacy…

Human-Computer Interaction · Computer Science 2025-05-22 Ravinithesh Annapureddy , Alessandro Fornaroli , Daniel Gatica-Perez

In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This has been propelled by the groundbreaking capabilities of generative models both in supervised and unsupervised learning scenarios. Generative AI…

Machine Learning · Computer Science 2024-05-21 Sandeep Singh Sengar , Affan Bin Hasan , Sanjay Kumar , Fiona Carroll

The rapid growth of Artificial Intelligence (AI) has underscored the urgent need for responsible AI practices. Despite increasing interest, a comprehensive AI risk assessment toolkit remains lacking. This study introduces our Responsible AI…

Computers and Society · Computer Science 2025-01-23 Sung Une Lee , Harsha Perera , Yue Liu , Boming Xia , Qinghua Lu , Liming Zhu , Olivier Salvado , Jon Whittle

The rapid adoption of Generative AI (GenAI) in the software development life cycle (SDLC) increases computational demand, which can raise the carbon footprint of development activities. At the same time, organizations are increasingly…

Software Engineering · Computer Science 2026-02-24 Mateen A. Abbasi , Tommi J. Mikkonen , Petri J. Ihantola , Muhammad Waseem , Pekka Abrahamsson , Niko K. Mäkitalo

Artificial Intelligence (AI) has the potential to revolutionize various sectors, yet its adoption is often hindered by concerns about data privacy, security, and the understanding of AI capabilities. This paper synthesizes AI governance…

Computers and Society · Computer Science 2024-10-04 Dian W. Tjondronegoro

Disparities in the societal harms and impacts of Generative AI (GenAI) systems highlight the critical need for effective unfairness measurement approaches. While numerous benchmarks exist, designing valid measurements requires proper…

Computers and Society · Computer Science 2025-07-08 Kimberly Le Truong , Annette Zimmermann , Hoda Heidari