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The goal of this article is to inspire data scientists to participate in the debate on the impact that their professional work has on society, and to become active in public debates on the digital world as data science professionals. How do…

Other Statistics · Statistics 2019-01-16 Ursula Garzcarek , Detlef Steuer

The recent rapid advancements in artificial intelligence research and deployment have sparked more discussion about the potential ramifications of socially- and emotionally-intelligent AI. The question is not if research can produce such…

Artificial Intelligence · Computer Science 2021-07-30 Desmond C. Ong

Assessing fairness in artificial intelligence (AI) typically involves AI experts who select protected features, fairness metrics, and set fairness thresholds to assess outcome fairness. However, little is known about how stakeholders,…

Artificial Intelligence · Computer Science 2026-02-27 Lin Luo , Yuri Nakao , Mathieu Chollet , Hiroya Inakoshi , Simone Stumpf

Recent work in fair machine learning has proposed dozens of technical definitions of algorithmic fairness and methods for enforcing these definitions. However, we still lack an understanding of how to develop machine learning systems with…

Human-Computer Interaction · Computer Science 2021-02-03 Hao-Fei Cheng , Logan Stapleton , Ruiqi Wang , Paige Bullock , Alexandra Chouldechova , Zhiwei Steven Wu , Haiyi Zhu

The emergence of AI tools in cybersecurity creates many opportunities and uncertainties. A focus group with advanced graduate students in cybersecurity revealed the potential depth and breadth of the challenges and opportunities. The…

Cryptography and Security · Computer Science 2023-11-03 Diane Jackson , Sorin Adam Matei , Elisa Bertino

Context: Dark patterns are user interface or other software designs that deceive or manipulate users to do things they would not otherwise do. Even though dark patterns have been under active research for a long time, including particularly…

Software Engineering · Computer Science 2025-03-04 Jukka Ruohonen , Jani Koskinen , Søren Harnow Klausen , Anne Gerdes

While we have witnessed a rapid growth of ethics documents meant to guide AI development, the promotion of AI ethics has nonetheless proceeded with little input from AI practitioners themselves. Given the proliferation of AI for Social Good…

Computers and Society · Computer Science 2021-01-07 Mark Findlay , Josephine Seah

In response to public scrutiny of data-driven algorithms, the field of data science has adopted ethics training and principles. Although ethics can help data scientists reflect on certain normative aspects of their work, such efforts are…

Computers and Society · Computer Science 2022-02-02 Ben Green

Instead of only considering technology, computer security research now strives to also take into account the human factor by studying regular users and, to a lesser extent, experts like operators and developers of systems. We focus our…

Computers and Society · Computer Science 2021-03-25 Mannat Kaur , Michel van Eeten , Marijn Janssen , Kevin Borgolte , Tobias Fiebig

Policy-mandated, rigorously administered scientific testing is needed to provide transparency into the efficacy of artificial intelligence-based (AI-based) cyber defense tools for consumers and to prioritize future research and development.…

Cryptography and Security · Computer Science 2021-05-17 Edmon Begoli , Robert A. Bridges , Sean Oesch , Kathryn E. Knight

Existing AI disclosure mandates in scholarship require that AI assistance be reported but leave transparency philosophically unspecified: they fix the duty without explaining what the duty serves. We argue that ethical inquiry is…

Computers and Society · Computer Science 2026-05-19 Michele Loi

Rather than simply offering suggestions, this guideline for the methodology chapter in computer science dissertations provides thorough insights on how to develop a strong research methodology within the area of computer science. The method…

General Literature · Computer Science 2024-05-02 Marco Araujo

Digital systems for analyzing human communication data have become prevalent in recent years. Intelligence analysis of communications data in investigative journalism, criminal intelligence, and law present particularly interesting cases,…

Human-Computer Interaction · Computer Science 2022-05-03 Maximilian T. Fischer , Simon David Hirsbrunner , Wolfgang Jentner , Matthias Miller , Daniel A. Keim , Paula Helm

In computational biology and other sciences, researchers are frequently faced with a choice between several computational methods for performing data analyses. Benchmarking studies aim to rigorously compare the performance of different…

Artificially intelligent systems, given a set of non-trivial ethical rules to follow, will inevitably be faced with scenarios which call into question the scope of those rules. In such cases, human reasoners typically will engage in…

Artificial Intelligence · Computer Science 2019-11-06 John Licato , Zaid Marji , Sophia Abraham

While modern society benefits from a range of technological advancements, it also is exposed to an ever-increasing set of cybersecurity threats. These affect all areas of life including business, government, and individuals. To complement…

Cryptography and Security · Computer Science 2023-08-31 Maria Bada , Jason R. C. Nurse

The societal and ethical implications of the use of opaque artificial intelligence systems for consequential decisions, such as welfare allocation and criminal justice, have generated a lively debate among multiple stakeholder groups,…

Computers and Society · Computer Science 2021-03-02 Atoosa Kasirzadeh

As AI systems increasingly permeate everyday life, designers and developers face mounting pressure to balance innovation with ethical design choices. To date, the operationalisation of AI ethics has predominantly depended on frameworks that…

Human-Computer Interaction · Computer Science 2025-09-18 Benjamin J. Carroll , Jianlong Zhou , Paul F. Burke , Sabine Ammon

Increasing demands for fact-checking has led to a growing interest in developing systems and tools to automate the fact-checking process. However, such systems are limited in practice because their system design often does not take into…

Human-Computer Interaction · Computer Science 2022-05-24 Prerna Juneja , Tanushree Mitra

To improve cyber threat analysis practices in cybersecurity, I present a plan to build a formal ontological representation of state actors in cyberspace and of cyber operations. I argue that modelling these phenomena via ontologies allows…

Cryptography and Security · Computer Science 2024-08-06 Giacomo De Colle