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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

Artificial intelligence (AI) ethics has gained significant momentum, evidenced by the growing body of published literature, policy guidelines, and public discourse. However, the practical implementation and adoption of AI ethics principles…

Computers and Society · Computer Science 2025-03-03 Sarah Hladikova , Yuling Wang , Andreia Martinho

With generative AI becoming widespread, the existence of AI-based programming assistants for developers is no surprise. Developers increasingly use them for their work, including generating code to fulfil the data protection requirements…

Software Engineering · Computer Science 2025-06-17 Kashumi Madampe , John Grundy , Nalin Arachchilage

Privacy law and regulation have turned to "consent" as the legitimate basis for collecting and processing individuals' data. As governments have rushed to enshrine consent requirements in their privacy laws, such as the California Consumer…

Software Engineering · Computer Science 2025-07-08 Aniket Kesari , Travis Breaux , Tom Norton , Sarah Santos , Anmol Singhal

Context:With the advancement of artificial intelligence (AI) technology and applications, numerous AI models have been developed, leading to the emergence of open-source model hosting platforms like Hugging Face (HF). Thanks to these…

Software Engineering · Computer Science 2024-08-07 Hao Qin , Mingyang Li , Junjie Wang , Qing Wang

We investigate bias trends in text-to-image generative models over time, focusing on the increasing availability of models through open platforms like Hugging Face. While these platforms democratize AI, they also facilitate the spread of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Jordan Vice , Naveed Akhtar , Richard Hartley , Ajmal Mian

Advances in machine learning are closely tied to the creation of datasets. While data documentation is widely recognized as essential to the reliability, reproducibility, and transparency of ML, we lack a systematic empirical understanding…

Machine Learning · Computer Science 2024-01-26 Xinyu Yang , Weixin Liang , James Zou

Large language models (LLMs) for code generation are becoming integral to modern software development, but their real-world prevalence and security impact remain poorly understood. We present the first large-scale empirical study of…

Software Engineering · Computer Science 2025-12-23 Bin Wang , Wenjie Yu , Yilu Zhong , Hao Yu , Keke Lian , Chaohua Lu , Hongfang Zheng , Dong Zhang , Hui Li

According to Gartner, more than 70% of organizations will have integrated AI models into their workflows by the end of 2025. In order to reduce cost and foster innovation, it is often the case that pre-trained models are fetched from model…

Cryptography and Security · Computer Science 2026-01-09 Mohamed Nabeel , Oleksii Starov

This research addresses the challenges inherent in developing Artificial Intelligence (AI) applications, particularly those leveraging Large Language Models (LLMs). While AI vendors provide Application Programming Interfaces (APIs) and…

Artificial Intelligence · Computer Science 2026-05-20 Chun-Hsiung Tseng , Hao-Chiang Koong Lin , Andrew Chih-Wei Huang , Yung-Hui Chen , Jia-Rou Lin

The utilization of artificial intelligence (AI) applications has experienced tremendous growth in recent years, bringing forth numerous benefits and conveniences. However, this expansion has also provoked ethical concerns, such as privacy…

Hugging Face (HF) has established itself as a crucial platform for the development and sharing of machine learning (ML) models. This repository mining study, which delves into more than 380,000 models using data gathered via the HF Hub API,…

Software Engineering · Computer Science 2024-02-16 Joel Castaño , Silverio Martínez-Fernández , Xavier Franch , Justus Bogner

Autonomous agents powered by large language models (LLMs) have attracted significant research interest. However, the open-source community faces many challenges in developing specialized models for agent tasks, driven by the scarcity of…

While computer systems that allow users to interact through conversational natural language (i.e., chatbots) have existed for many years, varying types of applications advertising AI companionship (e.g., Character AI, Replika) have…

Computers and Society · Computer Science 2026-03-17 Natalie Grace Brigham , Lucy Qin , Tadayoshi Kohno

Despite recent efforts by the Artificial Intelligence (AI) community to move towards standardised procedures for documenting models, methods, systems or datasets, there is currently no methodology focused on use cases aligned with the…

Computers and Society · Computer Science 2023-06-27 Isabelle Hupont , David Fernández-Llorca , Sandra Baldassarri , Emilia Gómez

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the…

Generative AI is becoming increasingly prevalent in creative fields, sparking urgent debates over how current copyright laws can keep pace with technological innovation. Recent controversies of AI models generating near-replicas of…

Machine Learning · Computer Science 2025-07-01 Archer Amon , Zhipeng Yin , Zichong Wang , Avash Palikhe , Wenbin Zhang

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…

Operationalizing the EU AI Act requires clear technical documentation to ensure AI systems are transparent, traceable, and accountable. Existing documentation templates for AI systems do not fully cover the entire AI lifecycle while meeting…

Machine Learning · Computer Science 2025-08-13 Laura Lucaj , Alex Loosley , Hakan Jonsson , Urs Gasser , Patrick van der Smagt

The development of Large Language Models (LLMs) has primarily been driven by resource-rich research groups and industry partners. Due to the lack of on-premise computing resources required for increasingly complex models, many researchers…

Computation and Language · Computer Science 2026-01-05 Liling Tan