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Large-scale behavioral datasets enable researchers to use complex machine learning algorithms to better predict human behavior, yet this increased predictive power does not always lead to a better understanding of the behavior in question.…

Computers and Society · Computer Science 2019-05-14 Mayank Agrawal , Joshua C. Peterson , Thomas L. Griffiths

We present a general approach to automating ethical decisions, drawing on machine learning and computational social choice. In a nutshell, we propose to learn a model of societal preferences, and, when faced with a specific ethical dilemma…

Autonomous systems are being developed and deployed in situations that may require some degree of ethical decision-making ability. As a result, research in machine ethics has proliferated in recent years. This work has included using moral…

Computers and Society · Computer Science 2022-03-14 Travis LaCroix

Human cooperation depends on how accurately we infer others' motives--how much they value fairness, generosity, or self-interest from the choices they make. We model that process in binary dictator games, which isolate moral trade-offs…

Neurons and Cognition · Quantitative Biology 2025-11-12 Gregory Stanley , Jun Zhang , Rick Lewis

Moral responsibility is a major concern in autonomous systems, with applications ranging from self-driving cars to kidney exchanges. Although there have been recent attempts to formalise responsibility and blame, among similar notions, the…

Artificial Intelligence · Computer Science 2021-02-02 Lewis Hammond , Vaishak Belle

We show how to assess a language model's knowledge of basic concepts of morality. We introduce the ETHICS dataset, a new benchmark that spans concepts in justice, well-being, duties, virtues, and commonsense morality. Models predict…

Computers and Society · Computer Science 2023-02-20 Dan Hendrycks , Collin Burns , Steven Basart , Andrew Critch , Jerry Li , Dawn Song , Jacob Steinhardt

The moral foundations theory supports that people, across cultures, tend to consider a small number of dimensions when classifying issues on a moral basis. The data also show that the statistics of weights attributed to each moral dimension…

Physics and Society · Physics 2014-03-25 Renato Vicente , Alex Susemihl , João Pedro Jericó , Nestor Caticha

We build a custom transformer model to study how neural networks make moral decisions on trolley-style dilemmas. The model processes structured scenarios using embeddings that encode who is affected, how many people, and which outcome they…

Artificial Intelligence · Computer Science 2026-02-05 Mayank Goel , Aritra Das , Paras Chopra

We describe a computational model of social norms based on identifying values that a certain culture finds desirable such as dignity, generosity and politeness. The model quantifies these values in the form of Culture-Sanctioned Social…

Computers and Society · Computer Science 2018-07-04 Ladislau Bölöni , Taranjeet Singh Bhatia , Saad Ahmad Khan , Jonathan Streater , Stephen M. Fiore

Moral cognition is a crucial yet underexplored aspect of decision-making in AI models. Regardless of the application domain, it should be a consideration that allows for ethically aligned decision-making. This paper presents a multifaceted…

Computers and Society · Computer Science 2026-02-17 Aisha Aijaz , Raghava Mutharaju , Manohar Kumar

Developing moral awareness in intelligent systems has shifted from a topic of philosophical inquiry to a critical and practical issue in artificial intelligence over the past decades. However, automated inference of everyday moral…

Computation and Language · Computer Science 2020-08-26 Jing Yi Xie , Graeme Hirst , Yang Xu

Moral AI has been studied in the fields of philosophy and artificial intelligence. Although most existing studies are only theoretical, recent developments in AI have made it increasingly necessary to implement AI with morality. On the…

Artificial Intelligence · Computer Science 2023-06-21 Masashi Takeshita , Rzepka Rafal , Kenji Araki

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

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

An audience's prior beliefs and morals are strong indicators of how likely they will be affected by a given argument. Utilizing such knowledge can help focus on shared values to bring disagreeing parties towards agreement. In argumentation…

Computation and Language · Computer Science 2022-03-29 Milad Alshomary , Roxanne El Baff , Timon Gurcke , Henning Wachsmuth

Humans can make moral inferences from multiple sources of input. In contrast, automated moral inference in artificial intelligence typically relies on language models with textual input. However, morality is conveyed through modalities…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Warren Zhu , Aida Ramezani , Yang Xu

Making moral judgments is an essential step toward developing ethical AI systems. Prevalent approaches are mostly implemented in a bottom-up manner, which uses a large set of annotated data to train models based on crowd-sourced opinions…

Computation and Language · Computer Science 2024-07-02 Jingyan Zhou , Minda Hu , Junan Li , Xiaoying Zhang , Xixin Wu , Irwin King , Helen Meng

This paper adds to the efforts of evolutionary ethics to naturalize morality by providing specific insights derived from a computational ethics view. We propose a stylized model of human decision-making, which is based on Reinforcement…

Computers and Society · Computer Science 2023-07-24 Eduardo C. Garrido-Merchán , Sara Lumbreras-Sancho

Morality in dialogue systems has raised great attention in research recently. A moral dialogue system aligned with users' values could enhance conversation engagement and user connections. In this paper, we propose a framework, MoralDial to…

Computation and Language · Computer Science 2023-05-29 Hao Sun , Zhexin Zhang , Fei Mi , Yasheng Wang , Wei Liu , Jianwei Cui , Bin Wang , Qun Liu , Minlie Huang

Value learning is a crucial aspect of safe and ethical AI. This is primarily pursued by methods inferring human values from behaviour. However, humans care about much more than we are able to demonstrate through our actions. Consequently,…

Artificial Intelligence · Computer Science 2025-05-28 Paul de Font-Reaulx
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