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As large language models (LLMs) shape AI development, ensuring ethical prompt recommendations is crucial. LLMs offer innovation but risk bias, fairness issues, and accountability concerns. Traditional oversight methods struggle with…

Information Retrieval · Computer Science 2026-01-27 Jordan Nelson , Almas Baimagambetov , Konstantinos Avgerinakis , Nikolaos Polatidis

We introduce ideal attribution mechanisms, a formal abstraction for reasoning about attribution decisions over strings. At the core of this abstraction lies the ledger, an append-only log of the prompt-response interaction history between a…

Cryptography and Security · Computer Science 2025-12-09 Min Jae Song , Kameron Shahabi

Watermarking has recently emerged as a crucial tool for protecting the intellectual property of generative models and for distinguishing AI-generated content from human-generated data. Despite its practical success, most existing…

Methodology · Statistics 2025-12-08 Hengzhi He , Shirong Xu , Alexander Nemecek , Jiping Li , Erman Ayday , Guang Cheng

A new approach to linguistic watermarking of language models is presented in which information is imperceptibly inserted into the output text while preserving its readability and original meaning. A cross-attention mechanism is used to…

Computation and Language · Computer Science 2024-04-10 Folco Bertini Baldassini , Huy H. Nguyen , Ching-Chung Chang , Isao Echizen

Recent advances in large language models have raised wide concern in generating abundant plausible source code without scrutiny, and thus tracing the provenance of code emerges as a critical issue. To solve the issue, we propose CodeMark, a…

Cryptography and Security · Computer Science 2023-05-23 Wei Li , Borui Yang , Yujie Sun , Suyu Chen , Ziyun Song , Liyao Xiang , Xinbing Wang , Chenghu Zhou

Modern AI and robotic systems are characterized by a high and ever-increasing level of autonomy. At the same time, their applications in fields such as autonomous driving, service robotics and digital personal assistants move closer to…

Artificial Intelligence · Computer Science 2018-06-28 Nicolas Berberich , Klaus Diepold

The question of whether artificial entities deserve moral consideration has become one of the defining ethical challenges of AI research. Existing frameworks for moral patiency rely on verified ontological properties, such as sentience,…

Computers and Society · Computer Science 2026-03-03 Faezeh B. Pasandi , Hannah B. Pasandi

Generative models are now capable of synthesizing images, speeches, and videos that are hardly distinguishable from authentic contents. Such capabilities cause concerns such as malicious impersonation and IP theft. This paper investigates a…

Sound · Computer Science 2022-03-16 Yongbaek Cho , Changhoon Kim , Yezhou Yang , Yi Ren

This position paper argues that large language models (LLMs) can make cultural context, and therefore human meaning, legible at an unprecedented scale in AI-based sociotechnical systems. We argue that such systems have previously been…

Computation and Language · Computer Science 2026-01-28 Cody Kommers , Drew Hemment , Maria Antoniak , Joel Z. Leibo , Hoyt Long , Emily Robinson , Adam Sobey

Video games are one of the richest and most popular forms of human-computer interaction and, hence, their role is critical for our understanding of human behaviour and affect at a large scale. As artificial intelligence (AI) tools are…

Human-Computer Interaction · Computer Science 2023-05-15 David Melhart , Julian Togelius , Benedikte Mikkelsen , Christoffer Holmgård , Georgios N. Yannakakis

This paper explores the integration of human-like emotions and ethical considerations into Large Language Models (LLMs). We first model eight fundamental human emotions, presented as opposing pairs, and employ collaborative LLMs to…

Computation and Language · Computer Science 2024-06-26 Edward Y. Chang

Watermarking is becoming the default mechanism for AI content authentication, with governance policies and frameworks referencing it as infrastructure for content provenance. Yet across text, image, and audio modalities, watermark signal…

Computers and Society · Computer Science 2026-04-16 Alexander Nemecek , Osama Zafar , Yuqiao Xu , Wenbiao Li , Erman Ayday

A morally acceptable course of AI development should avoid two dangers: creating unaligned AI systems that pose a threat to humanity and mistreating AI systems that merit moral consideration in their own right. This paper argues these two…

Computers and Society · Computer Science 2025-10-16 Adam Bradley , Bradford Saad

Machine ethics has received increasing attention over the past few years because of the need to ensure safe and reliable artificial intelligence (AI). The two dominantly used theories in machine ethics are deontological and utilitarian…

Artificial Intelligence · Computer Science 2023-01-10 Ajay Vishwanath , Einar Duenger Bøhn , Ole-Christoffer Granmo , Charl Maree , Christian Omlin

The ingrained principles of fairness in a dialogue system's decision-making process and generated responses are crucial for user engagement, satisfaction, and task achievement. Absence of equitable and inclusive principles can hinder the…

Computation and Language · Computer Science 2023-07-11 Anthony Sicilia , Malihe Alikhani

Watermarking AI-generated text is critical for combating misuse. Yet recent theoretical work argues that any watermark can be erased via random walk attacks that perturb text while preserving quality. However, such attacks rely on two key…

Cryptography and Security · Computer Science 2025-05-13 Fabrice Y Harel-Canada , Boran Erol , Connor Choi , Jason Liu , Gary Jiarui Song , Nanyun Peng , Amit Sahai

The rapid progress in Large Language Models (LLMs) could transform many fields, but their fast development creates significant challenges for oversight, ethical creation, and building user trust. This comprehensive review looks at key trust…

Computers and Society · Computer Science 2024-07-22 Md Meftahul Ferdaus , Mahdi Abdelguerfi , Elias Ioup , Kendall N. Niles , Ken Pathak , Steven Sloan

In the age of algorithms, I focus on the question of how to ensure algorithms that will take over many of our familiar archival and library tasks, will behave according to human ethical norms that have evolved over many years. I start by…

Artificial Intelligence · Computer Science 2018-01-08 Martijn van Otterlo

As a result of continuing advances in computer capabilities, it is becoming increasingly difficult to distinguish between humans and computers in the digital world. We propose using the fundamental human ability to distinguish between…

Cryptography and Security · Computer Science 2019-07-09 Nasser Mohammed Al-Fannah

Large language models now draft news, legal analyses, and software code with human-level fluency. At the same time, regulations such as the EU AI Act mandate that each synthetic passage carry an imperceptible, machine-verifiable mark for…

Artificial Intelligence · Computer Science 2025-11-14 Shinwoo Park , Hyejin Park , Hyeseon Ahn , Yo-Sub Han
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