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I give a short introduction to data ethics. I begin with some background information and societal context for data ethics. I then discuss data ethics in mathematical-science education and indicate some available course material. I briefly…

History and Overview · Mathematics 2024-07-26 Mason A. Porter

Fairness is increasingly recognized as a critical component of machine learning systems. However, it is the underlying data on which these systems are trained that often reflects discrimination, suggesting a data management problem. In this…

Databases · Computer Science 2019-10-02 Babak Salimi , Bill Howe , Dan Suciu

The recent surge in interest in ethics in artificial intelligence may leave many educators wondering how to address moral, ethical, and philosophical issues in their AI courses. As instructors we want to develop curriculum that not only…

Artificial Intelligence · Computer Science 2017-01-27 Emanuelle Burton , Judy Goldsmith , Sven Koenig , Benjamin Kuipers , Nicholas Mattei , Toby Walsh

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

ChatGPT can improve Software Engineering (SE) research practices by offering efficient, accessible information analysis and synthesis based on natural language interactions. However, ChatGPT could bring ethical challenges, encompassing…

Software Engineering · Computer Science 2023-08-15 Muhammad Azeem Akbar , Arif Ali Khan , Peng Liang

Ethics in AI becomes a global topic of interest for both policymakers and academic researchers. In the last few years, various research organizations, lawyers, think tankers and regulatory bodies get involved in developing AI ethics…

Computers and Society · Computer Science 2021-09-17 Arif Ali Khan , Sher Badshah , Peng Liang , Bilal Khan , Muhammad Waseem , Mahmood Niazi , Muhammad Azeem Akbar

Critical decision-making in socially consequential spaces is increasingly involving AI systems at varying capacities. Yet, despite the ubiquity of autonomous systems, most approaches to handling autonomous moral decision-making resort to…

Artificial Intelligence · Computer Science 2026-05-28 Aisha Aijaz , Rahul Goel , Arnav Batra , Raghava Mutharaju

Large language model (LLM)-based AI agents are increasingly capable of complex clinical reasoning and may soon participate in medical decision-making with limited or no real-time human oversight. This shift raises fundamental questions…

Computers and Society · Computer Science 2026-03-17 Tom Bisson , Henriette Voelker , Sanddhya Jayabalan , A John Iafrate , Jakob N Kather , Jochen K Lennerz

Despite the immense societal importance of ethically designing artificial intelligence (AI), little research on the public perceptions of ethical AI principles exists. This becomes even more striking when considering that ethical AI…

Computers and Society · Computer Science 2022-05-13 Kimon Kieslich , Birte Keller , Christopher Starke

Contextual utility theory integrates context-sensitive factors into utility-based decision-making models. It stresses the importance of understanding individual decision-makers' preferences, values, and beliefs and the situational factors…

Human-Computer Interaction · Computer Science 2023-03-27 Minal Suresh Patil , Kary Främling

The emergence and growth of research on issues of ethics in AI, and in particular algorithmic fairness, has roots in an essential observation that structural inequalities in society are reflected in the data used to train predictive models…

Computers and Society · Computer Science 2020-02-28 Caitlin Kuhlman , Latifa Jackson , Rumi Chunara

In recent years, the idea of formalising and modelling fairness for algorithmic decision making (ADM) has advanced to a point of sophisticated specialisation. However, the relations between technical (formalised) and ethical discourse on…

Machine Learning · Computer Science 2022-03-14 Pola Schwöbel , Peter Remmers

People have the ability to make sensible assumptions about other people's emotional states by being sympathetic, and because of our common sense of knowledge and the ability to think visually. Over the years, much research has been done on…

Human-Computer Interaction · Computer Science 2021-06-30 Stuti Sehgal , Harsh Sharma , Akshat Anand

Social media are a rich source of insight for data mining and user-centred research, but the question of consent arises when studying such data without the express knowledge of the creator. Case studies that mine social data from users of…

Human-Computer Interaction · Computer Science 2017-01-27 Chris Norval , Tristan Henderson

This paper examines the ethical considerations and implications of large language models (LLMs) in generating content. It highlights the potential for both positive and negative uses of generative AI programs and explores the challenges in…

Computers and Society · Computer Science 2023-08-08 Jianyi Zhang , Xu Ji , Zhangchi Zhao , Xiali Hei , Kim-Kwang Raymond Choo

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

Current dark pattern research tells designers what not to do, but how do they know what to do? In contrast to prior approaches that focus on patterns to avoid and their underlying principles, we present a framework grounded in positive…

Human-Computer Interaction · Computer Science 2024-03-05 Evan Caragay , Katherine Xiong , Jonathan Zong , Daniel Jackson

The present study explored managerial and instructor perceptions of their freshly employed cybersecurity workers' or students' preparedness to work effectively in a changing cybersecurity environment that includes AI tools. Specifically, we…

Computers and Society · Computer Science 2023-11-09 Sorin Adam Matei , Elisa Bertino

The term ethics is widely used, explored, and debated in the context of developing Artificial Intelligence (AI) based software systems. In recent years, numerous incidents have raised the profile of ethical issues in AI development and led…

Software Engineering · Computer Science 2024-02-21 Aastha Pant , Rashina Hoda , Chakkrit Tantithamthavorn , Burak Turhan

In 2019, the paper entitled "Model Cards for Model Reporting" introduced a new tool for documenting model performance and encouraged the practice of transparent reporting for a defined list of categories. One of the categories detailed in…

Computers and Society · Computer Science 2024-03-26 DeBrae Kennedy-Mayo , Jake Gord
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