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Risk-based AI regulation has become the dominant paradigm in AI governance, promising proportional controls aligned with anticipated harms. This paper argues that such frameworks often fail for structural reasons: they implicitly assume…

Computers and Society · Computer Science 2025-12-16 Hugo Roger Paz

As organizations grapple with the rapid adoption of Generative AI (GenAI), this study synthesizes the state of knowledge through a systematic literature review of secondary studies and research agendas. Analyzing 28 papers published since…

Legal compliance in AI-driven data transfer planning is becoming increasingly critical under stringent privacy regulations such as the Japanese Act on the Protection of Personal Information (APPI). We propose a multi-agent legal verifier…

Artificial Intelligence · Computer Science 2025-11-17 Ha-Thanh Nguyen , Wachara Fungwacharakorn , Ken Satoh

This paper introduces IGGA, a dataset of 160 industry guidelines and policy statements for the use of Generative AIs (GAIs) and Large Language Models (LLMs) in industry and workplace settings, collected from official company websites, and…

Computers and Society · Computer Science 2025-03-19 Junfeng Jiao , Saleh Afroogh , Kevin Chen , David Atkinson , Amit Dhurandhar

Generative artificial intelligence now synthesizes photorealistic imagery, audio, and video at a cost that defeats traditional forensic intuition. The legal consequences span three regimes studied so far in isolation: international…

Cryptography and Security · Computer Science 2026-05-21 Gustav Olaf Yunus Laitinen-Fredriksson Lundström-Imanov , Nurana Abdullayeva

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

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

Generative artificial intelligence (AI) has brought revolutionary innovations in various fields, including medicine. However, it also exhibits limitations. In response, retrieval-augmented generation (RAG) provides a potential solution,…

Artificial Intelligence · Computer Science 2024-06-19 Rui Yang , Yilin Ning , Emilia Keppo , Mingxuan Liu , Chuan Hong , Danielle S Bitterman , Jasmine Chiat Ling Ong , Daniel Shu Wei Ting , Nan Liu

Artificial Intelligence (AI) governance regulates the exercise of authority and control over the management of AI. It aims at leveraging AI through effective use of data and minimization of AI-related cost and risk. While topics such as AI…

Artificial Intelligence · Computer Science 2025-07-17 Johannes Schneider , Rene Abraham , Christian Meske , Jan vom Brocke

Legal AI systems are increasingly being adopted by judicial and legal system deployers and providers worldwide to support a range of applications. While they offer potential benefits such as reducing bias, increasing efficiency, and…

Computers and Society · Computer Science 2026-03-18 Gizem Gultekin-Varkonyi

The rise of Generative AI (GAI) and Large Language Models (LLMs) has transformed industrial landscapes, offering unprecedented opportunities for efficiency and innovation while raising critical ethical, regulatory, and operational…

Computers and Society · Computer Science 2026-03-11 Junfeng Jiao , Saleh Afroogh , Kevin Chen , David Atkinson , Amit Dhurandhar

Our interdisciplinary study investigates how effectively U.S. laws confront the challenges posed by Generative AI to human values. Through an analysis of diverse hypothetical scenarios crafted during an expert workshop, we have identified…

Computers and Society · Computer Science 2023-09-06 Inyoung Cheong , Aylin Caliskan , Tadayoshi Kohno

The EU AI Act makes explainability urgent for high-risk AI systems, yet most XAI research focuses on technical metrics rather than regulatory compliance. Understanding how legal requirements reshape XAI method design is challenging: the AI…

Computers and Society · Computer Science 2026-03-17 Anton Hummel , Håkan Burden , Susanne Stenberg , Jan-Philipp Steghöfer , Niklas Kühl

This paper provides an overview and critique of the risk based model of artificial intelligence (AI) governance that has become a popular approach to AI regulation across multiple jurisdictions. The 'AI Policy Landscape in Europe, North…

Computers and Society · Computer Science 2025-07-22 Veve Fry

Legal autonomy - the lawful activity of artificial intelligence agents - can be achieved in one of two ways. It can be achieved either by imposing constraints on AI actors such as developers, deployers and users, and on AI resources such as…

Governing artificial intelligence (AI) inventions is a major policy concern, yet definitions and measurement remain contested. We compare four patent-based approaches reflecting distinct understandings of AI. Using US patents (1990-2019),…

General Economics · Economics 2025-07-16 Kerstin Hötte , Taheya Tarannum , Vilhelm Verendel , Lauren Bennett

Retrieval-Augmented Generation (RAG) has become the standard approach for grounding large language models in information that was not available during training. While existing datasets and benchmarks focus on web or other public sources,…

Information Retrieval · Computer Science 2026-05-21 Yuhong Sun , Joachim Rahmfeld , Chris Weaver , Weijia Chen , Roshan Desai , Wenxi Huang , Mark H. Butler

We present a comprehensive AI risk taxonomy derived from eight government policies from the European Union, United States, and China and 16 company policies worldwide, making a significant step towards establishing a unified language for…

Computers and Society · Computer Science 2024-06-27 Yi Zeng , Kevin Klyman , Andy Zhou , Yu Yang , Minzhou Pan , Ruoxi Jia , Dawn Song , Percy Liang , Bo Li

As artificial intelligence (AI) technologies increasingly enter important sectors like healthcare, transportation, and finance, the development of effective governance frameworks is crucial for dealing with ethical, security, and societal…

Computers and Society · Computer Science 2025-03-11 Amir Al-Maamari

In this study, we explore the fine-tuning of Large Language Models (LLMs) to better support policymakers in their crucial work of understanding, analyzing, and crafting legal regulations. To equip the model with a deep understanding of…

Computation and Language · Computer Science 2025-11-06 One Octadion , Bondan Sapta Prakoso , Nanang Yudi Setiawan , Novanto Yudistira
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