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Related papers: Value Kaleidoscope: Engaging AI with Pluralistic H…

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Current AI safety frameworks, which often treat harmfulness as binary, lack the flexibility to handle borderline cases where humans meaningfully disagree. To build more pluralistic systems, it is essential to move beyond consensus and…

Computers and Society · Computer Science 2026-02-04 Jing-Jing Li , Joel Mire , Eve Fleisig , Valentina Pyatkin , Anne Collins , Maarten Sap , Sydney Levine

Being a complex subject of major importance in AI Safety research, value alignment has been studied from various perspectives in the last years. However, no final consensus on the design of ethical utility functions facilitating AI value…

Artificial Intelligence · Computer Science 2019-07-02 Nadisha-Marie Aliman , Leon Kester

Research on fairness, accountability, transparency and ethics of AI-based interventions in society has gained much-needed momentum in recent years. However it lacks an explicit alignment with a set of normative values and principles that…

Artificial Intelligence · Computer Science 2022-10-07 Vinodkumar Prabhakaran , Margaret Mitchell , Timnit Gebru , Iason Gabriel

As Large Language Models (LLMs) achieve remarkable breakthroughs, aligning their values with humans has become imperative for their responsible development and customized applications. However, there still lack evaluations of LLMs values…

Artificial Intelligence · Computer Science 2025-06-03 Jing Yao , Xiaoyuan Yi , Shitong Duan , Jindong Wang , Yuzhuo Bai , Muhua Huang , Peng Zhang , Tun Lu , Zhicheng Dou , Maosong Sun , Xing Xie

The proliferation of AI-driven systems presents a fundamental challenge to Human-Computer Interaction (HCI) and Computer-Supported Cooperative Work (CSCW), often diminishing user agency and failing to account for value pluralism. Current…

Human-Computer Interaction · Computer Science 2025-07-08 Andreas Mayer

Beneficial societal outcomes cannot be guaranteed by aligning individual AI systems with the intentions of their operators or users. Even an AI system that is perfectly aligned to the intentions of its operating organization can lead to bad…

Values or principles are key elements of human society that influence people to behave and function according to an accepted standard set of social rules to maintain social order. As AI systems are becoming ubiquitous in human society, it…

Artificial Intelligence · Computer Science 2025-01-17 Md Sultan Al Nahian , Tasmia Tasrin , Spencer Frazier , Mark Riedl , Brent Harrison

Recent calls for pluralistic alignment emphasize that AI systems should address the diverse needs of all people. Yet, efforts in this space often require sorting people into fixed buckets of pre-specified diversity-defining dimensions…

Computation and Language · Computer Science 2025-06-03 Liwei Jiang , Taylor Sorensen , Sydney Levine , Yejin Choi

The dominant practice of AI alignment assumes (1) that preferences are an adequate representation of human values, (2) that human rationality can be understood in terms of maximizing the satisfaction of preferences, and (3) that AI systems…

Artificial Intelligence · Computer Science 2024-11-12 Tan Zhi-Xuan , Micah Carroll , Matija Franklin , Hal Ashton

Personalized decision-making is essential for human-AI interaction, enabling AI agents to act in alignment with individual users' value preferences. As AI systems expand into real-world applications, adapting to personalized values beyond…

Artificial Intelligence · Computer Science 2025-12-17 Yitong Luo , Ziang Chen , Hou Hei Lam , Jiayu zhan , Junqi Wang , Zhenliang Zhang , Xue Feng

Aligning AI systems with human values and the value-based preferences of various stakeholders (their value systems) is key in ethical AI. In value-aware AI systems, decision-making draws upon explicit computational representations of…

Artificial Intelligence · Computer Science 2025-07-29 Andrés Holgado-Sánchez , Holger Billhardt , Sascha Ossowski , Sara Degli-Esposti

As AI systems increasingly shape political views, defining and evaluating AI political neutrality is an urgent problem. Here, we propose a new definition of AI political neutrality and design a large-scale user study to test it, releasing a…

Computers and Society · Computer Science 2026-05-29 Jonathan Stray , David Zhai Yang , Steven Luo , Miu Nicole Takagi , Serina Chang

What values, evidence preferences, and source trust hierarchies do AI systems actually exhibit when facing structured dilemmas? We present the first large-scale empirical mapping of AI decision-making across all three layers of the…

Artificial Intelligence · Computer Science 2026-04-14 Seulki Lee

Minimizing negative impacts of Artificial Intelligent (AI) systems on human societies without human supervision requires them to be able to align with human values. However, most current work only addresses this issue from a technical point…

Computation and Language · Computer Science 2024-08-13 Mehdi Khamassi , Marceau Nahon , Raja Chatila

Large language models (LLMs) are increasingly used in human-AI interaction research and practice, yet existing capability and safety benchmarks reveal little about the value priorities these systems express or how those priorities…

Artificial Intelligence · Computer Science 2026-05-19 Gabriel Rongyang Lau , Wei Yan Low , Seow Min Koh , Fiona Fui-Hoon Nah , Andree Hartanto

As dialogue systems and chatbots increasingly integrate into everyday interactions, the need for efficient and accurate evaluation methods becomes paramount. This study explores the comparative performance of human and AI assessments across…

Computation and Language · Computer Science 2024-09-11 Ike Ebubechukwu , Johane Takeuchi , Antonello Ceravola , Frank Joublin

The value alignment problem for artificial intelligence (AI) is often framed as a purely technical or normative challenge, sometimes focused on hypothetical future systems. I argue that the problem is better understood as a structural…

Computers and Society · Computer Science 2026-04-23 Travis LaCroix

Artificial intelligence (AI) is advancing at a pace that raises urgent questions about how to align machine decision-making with human moral values. This working paper investigates how leading AI systems prioritize moral outcomes and what…

Artificial Intelligence · Computer Science 2025-09-15 Eoin O'Doherty , Nicole Weinrauch , Andrew Talone , Uri Klempner , Xiaoyuan Yi , Xing Xie , Yi Zeng

In recent years, artificial intelligence (AI) decision-making and autonomous systems became an integrated part of the economy, industry, and society. The evolving economy of the human-AI ecosystem raising concerns regarding the risks and…

Artificial Intelligence · Computer Science 2018-11-20 Daniel Muller

Domestic AI agents faces ethical, autonomy, and inclusion challenges, particularly for overlooked groups like children, elderly, and Neurodivergent users. We present the Plural Voices Model (PVM), a novel single-agent framework that…

Human-Computer Interaction · Computer Science 2025-10-23 Joydeep Chandra , Satyam Kumar Navneet