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The popularisation of applying AI in businesses poses significant challenges relating to ethical principles, governance, and legal compliance. Although businesses have embedded AI into their day-to-day processes, they lack a unified…

Artificial Intelligence · Computer Science 2024-12-09 Haocheng Lin

Whether and how data scientists, statisticians and modellers should be accountable for the AI systems they develop remains a controversial and highly debated topic, especially given the complexity of AI systems and the difficulties in…

Artificial Intelligence · Computer Science 2023-09-12 Cassandra Bird , Daniel Williamson , Sabina Leonelli

In dialogical argumentation it is often assumed that the involved parties always correctly identify the intended statements posited by each other, realize all of the associated relations, conform to the three acceptability states (accepted,…

Artificial Intelligence · Computer Science 2017-12-11 Sylwia Polberg , Anthony Hunter

Artificial intelligence is reshaping the organization and practice of research in ways that extend far beyond gains in productivity. AI systems now accelerate discovery, reorganize scholarly labour, and mediate access to expanding…

Computers and Society · Computer Science 2026-01-12 Simon Chesterman , Loy Hui Chieh

Efforts to ensure the safe development of artificial general intelligence (AGI) often rely on consensus-based alignment approaches grounded in axiomatic formalism, interpretability, and empirical validation. However, these methods may be…

Artificial Intelligence · Computer Science 2025-04-04 Andy Williams

Agentic Artificial Intelligence (AI) systems, exemplified by OpenAI's DeepResearch, autonomously pursue goals, adapting strategies through implicit learning. Unlike traditional generative AI, which is reactive to user prompts, agentic AI…

Computers and Society · Computer Science 2025-04-08 Anirban Mukherjee , Hannah Hanwen Chang

There has been a longstanding dispute over which formalism is the best for representing knowledge in AI. The well-known "declarative vs. procedural controversy" is concerned with the choice of utilizing declarations or procedures as the…

Artificial Intelligence · Computer Science 2024-12-31 Heng Zhang , Guifei Jiang , Donghui Quan

Case studies commonly form the pedagogical backbone in law, ethics, and many other domains that face complex and ambiguous societal questions informed by human values. Similar complexities and ambiguities arise when we consider how AI…

Artificial Intelligence · Computer Science 2023-11-28 K. J. Kevin Feng , Quan Ze Chen , Inyoung Cheong , King Xia , Amy X. Zhang

In the interdisciplinary field of artificial intelligence (AI) the problem of clear terminology is especially momentous. This paper claims, that AI debates are still characterised by a lack of critical distance to metaphors like 'training',…

Computers and Society · Computer Science 2025-04-01 Rainer Rehak

Although artificial intelligence (AI) is solving real-world challenges and transforming industries, there are serious concerns about its ability to behave and make decisions in a responsible way. Many AI ethics principles and guidelines for…

Artificial Intelligence · Computer Science 2022-07-22 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , David Douglas , Conrad Sanderson

The rise of human-information systems, cybernetic systems, and increasingly autonomous systems requires the application of epistemic frameworks to machines and human-machine teams. This chapter discusses higher-order design principles to…

Human-Computer Interaction · Computer Science 2021-10-26 Susannah Kate Devitt

Large language models (LLMs) have often been characterized as "stochastic parrots" that merely reproduce fragments of their training data. This study challenges that assumption by demonstrating that, when placed in an appropriate dialogical…

Human-Computer Interaction · Computer Science 2025-12-16 Predrag K. Nikolić , Robert Prentner

The rapid emergence of generative artificial intelligence (AI) and related technologies has the potential to dramatically influence higher education, raising questions about the roles of institutions, educators, and students in a…

Computers and Society · Computer Science 2025-10-03 Noah D. Finkelstein

The rise of AI-based and autonomous systems is raising concerns and apprehension due to potential negative repercussions stemming from their behavior or decisions. These systems must be designed to comply with the human contexts in which…

Artificial Intelligence · Computer Science 2024-10-01 Nicolas Troquard , Martina De Sanctis , Paola Inverardi , Patrizio Pelliccione , Gian Luca Scoccia

As AI regulations around the world intensify their focus on system safety, contestability has become a mandatory, yet ill-defined, safeguard. In XAI, "contestability" remains an empty promise: no formal definition exists, no algorithm…

Computers and Society · Computer Science 2025-06-03 Catarina Moreira , Anna Palatkina , Dacia Braca , Dylan M. Walsh , Peter J. Leihn , Fang Chen , Nina C. Hubig

While large-scale models such as LLMs and diffusion models have achieved practical success, public institutions have emphasized the importance of explainability in AI. Existing methods for explaining AI, however, are not designed to provide…

Artificial Intelligence · Computer Science 2026-05-26 Atsushi Suzuki , Jing Wang

The neutrality thesis holds that technology cannot be laden with values. This long-standing view has faced critiques, but much of the argumentation against neutrality has focused on traditional, non-smart technologies like bridges and…

Artificial Intelligence · Computer Science 2024-08-23 Torben Swoboda , Lode Lauwaert

Can machines think? This is a central question in artificial intelligence research. However, there is a substantial divergence of views on the answer to this question. Why do people have such significant differences of opinion, even when…

Artificial Intelligence · Computer Science 2025-12-01 Xi Cun , Jifan Ren , Asha Huang , Siyu Li , Ruzhen Song

This paper explores the implications of universities' rapid adoption of large language models (LLMs) for studying, teaching, and research by analyzing the logics underpinning their representation space. It argues that by uncritically…

Computers and Society · Computer Science 2025-05-07 Katia Schwerzmann

Big models have greatly advanced AI's ability to understand, generate, and manipulate information and content, enabling numerous applications. However, as these models become increasingly integrated into everyday life, their inherent…

Computers and Society · Computer Science 2023-10-27 Xiaoyuan Yi , Jing Yao , Xiting Wang , Xing Xie