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As AI regulations around the world intensify their focus on system safety, contestability has become a mandatory, yet ill-defined, safeguard. In XAI, "contestability" remains an empty promise: no formal definition exists, no algorithm…

Computers and Society · Computer Science 2025-06-03 Catarina Moreira , Anna Palatkina , Dacia Braca , Dylan M. Walsh , Peter J. Leihn , Fang Chen , Nina C. Hubig

Human computation is an approach to solving problems that prove difficult using AI only, and involves the cooperation of many humans. Because human computation requires close engagement with both "human populations as users" and "human…

Artificial Intelligence · Computer Science 2022-10-25 Hisashi Kashima , Satoshi Oyama , Hiromi Arai , Junichiro Mori

AI systems have seen significant adoption in various domains. At the same time, further adoption in some domains is hindered by inability to fully trust an AI system that it will not harm a human. Besides the concerns for fairness, privacy,…

Artificial Intelligence · Computer Science 2021-08-04 Amit Sheth , Manas Gaur , Kaushik Roy , Keyur Faldu

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

As deep learning (DL) technologies advance, their application in automated visual inspection for Class III medical devices offers significant potential to enhance quality assurance and reduce human error. However, the adoption of such…

Computers and Society · Computer Science 2025-10-08 Julio Zanon Diaz , Tommy Brennan , Peter Corcoran

The potential presented by Artificial Intelligence (AI) for healthcare has long been recognised by the technical community. More recently, this potential has been recognised by policymakers, resulting in considerable public and private…

Artificial Intelligence · Computer Science 2021-04-15 Jessica Morley , Caroline Morton , Kassandra Karpathakis , Mariarosaria Taddeo , Luciano Floridi

Artificial Intelligence (AI) poses both significant risks and valuable opportunities for democratic governance. This paper introduces a dual taxonomy to evaluate AI's complex relationship with democracy: the AI Risks to Democracy (AIRD)…

This report provides practical guidance to teams designing or developing AI-enabled systems for how to promote trustworthiness during the data curation phase of development. In this report, the authors first define data, the data curation…

Autonomous systems with cognitive features are on their way into the market. Within complex environments, they promise to implement complex and goal oriented behavior even in a safety related context. This behavior is based on a certain…

Artificial Intelligence · Computer Science 2020-02-20 Henrik J. Putzer , Ernest Wozniak

Accuracy is an important concern for suppliers of artificial intelligence (AI) services, but considerations beyond accuracy, such as safety (which includes fairness and explainability), security, and provenance, are also critical elements…

In many applications of forensic image analysis, state-of-the-art results are nowadays achieved with machine learning methods. However, concerns about their reliability and opaqueness raise the question whether such methods can be used in…

Computer Vision and Pattern Recognition · Computer Science 2022-03-02 Benedikt Lorch , Nicole Scheler , Christian Riess

This paper presents the results of an extensive study investigating the opinions on Artificial Intelligence (AI) of a sample of 4,006 European citizens from eight distinct countries (France, Germany, Italy, Netherlands, Poland, Romania,…

Computers and Society · Computer Science 2023-08-22 Teresa Scantamburlo , Atia Cortés , Francesca Foffano , Cristian Barrué , Veronica Distefano , Long Pham , Alessandro Fabris

Artificial intelligence (AI) has driven many information and communication technology (ICT) breakthroughs. Nonetheless, the scope of ICT systems has expanded far beyond AI since the Turing test proposal. Critically, recent AI regulation…

Bias in geospatial artificial intelligence (GeoAI) models has been documented, yet the evidence is scattered across narrowly focused studies. We synthesize this fragmented literature to provide a concise overview of bias in GeoAI and…

Computers and Society · Computer Science 2025-05-27 Natalia Matuszczyk , Craig R. Barnes , Rohit Gupta , Bulent Ozel , Aniket Mitra

In many contexts, lying -- the use of verbal falsehoods to deceive -- is harmful. While lying has traditionally been a human affair, AI systems that make sophisticated verbal statements are becoming increasingly prevalent. This raises the…

Computers and Society · Computer Science 2021-10-14 Owain Evans , Owen Cotton-Barratt , Lukas Finnveden , Adam Bales , Avital Balwit , Peter Wills , Luca Righetti , William Saunders

Decision-making is increasingly supported by machine recommendations. In healthcare, for example, a clinical decision support system is used by the physician to find a treatment option for a patient. In doing so, people can rely too much on…

Human-Computer Interaction · Computer Science 2024-09-17 Simon WS Fischer

As artificial intelligence (AI), including machine learning (ML) models and foundation models (FMs), is increasingly deployed in high-stakes domains, ensuring their trustworthiness has become a central challenge. However, the core…

Artificial Intelligence · Computer Science 2026-05-05 Ruta Binkyte , Ivaxi Sheth , Zhijing Jin , Mohammad Havaei , Bernhard Schölkopf , Mario Fritz

The integration of Autonomous Weapon Systems (AWS) into military operations presents both significant opportunities and challenges. This paper explores the multifaceted nature of trust in AWS, emphasising the necessity of establishing…

Computers and Society · Computer Science 2024-10-22 Kasper Cools , Clara Maathuis

With the current progress of Artificial Intelligence (AI) technology and its increasingly broader applications, trust is seen as a required criterion for AI usage, acceptance, and deployment. A robust measurement instrument is essential to…

Human-Computer Interaction · Computer Science 2025-10-27 Retno Larasati

Current literature and public discourse on "trust in AI" are often focused on the principles underlying trustworthy AI, with insufficient attention paid to how people develop trust. Given that AI systems differ in their level of…

Human-Computer Interaction · Computer Science 2022-05-02 Q. Vera Liao , S. Shyam Sundar