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The rapid integration of AI-powered coding assistants into developer workflows has raised significant privacy and trust concerns. As developers entrust proprietary code to services like OpenAI's GPT, Google's Gemini, and GitHub Copilot, the…

Cryptography and Security · Computer Science 2025-09-26 Amir AL-Maamari

Trustworthy Artificial Intelligence (AI) is based on seven technical requirements sustained over three main pillars that should be met throughout the system's entire life cycle: it should be (1) lawful, (2) ethical, and (3) robust, both…

Benchmarking, standards and certification are closely related processes. Standards can provide normative requirements that robotics and AI systems may or may not conform to. Certification generally relies upon conformance with one or more…

Robotics · Computer Science 2023-09-22 Alan F. T. Winfield , Matthew Studley

Risks associated with the use of AI, ranging from algorithmic bias to model hallucinations, have received much attention and extensive research across the AI community, from researchers to end-users. However, a gap exists in the systematic…

Artificial Intelligence · Computer Science 2025-11-21 Raymond K. Sheh , Karen Geappen

AI plays a key role in current cyberspace and future immersive ecosystems that pinpoint user experiences. Thus, the trustworthiness of such AI systems is vital as failures in these systems can cause serious user harm. Although there are…

Computers and Society · Computer Science 2022-03-09 Pengyuan Zhou , Benjamin Finley , Lik-Hang Lee , Yong Liao , Haiyong Xie , Pan Hui

As AI chatbots become integrated in education, students are turning to these systems for guidance, feedback, and information. However, the anthropomorphic characteristics of these chatbots create ambiguity over whether students develop…

Computers and Society · Computer Science 2025-12-24 Griffin Pitts , Sanaz Motamedi

Auditability is defined as the capacity of AI systems to be independently assessed for compliance with ethical, legal, and technical standards throughout their lifecycle. The chapter explores how auditability is being formalized through…

Computers and Society · Computer Science 2025-09-16 Himanshu Verma , Kirtan Padh , Eva Thelisson

The capabilities of artificial intelligence systems have been advancing to a great extent, but these systems still struggle with failure modes, vulnerabilities, and biases. In this paper, we study the current state of the field, and present…

Cryptography and Security · Computer Science 2025-06-12 Xingli Fang , Jianwei Li , Varun Mulchandani , Jung-Eun Kim

In a world increasingly dominated by AI applications, an understudied aspect is the carbon and social footprint of these power-hungry algorithms that require copious computation and a trove of data for training and prediction. While…

Computers and Society · Computer Science 2020-07-21 Abhishek Gupta , Camylle Lanteigne , Sara Kingsley

The Multisource AI Scorecard Table (MAST) is a checklist tool based on analytic tradecraft standards to inform the design and evaluation of trustworthy AI systems. In this study, we evaluate whether MAST is associated with people's trust…

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…

Public AI benchmark results are widely broadcast by model developers as indicators of model quality within a growing and competitive market. However, these advertised scores do not necessarily reflect the traits of interest to those who…

The integration of Artificial Intelligence (AI) systems into technologies used by young digital citizens raises significant privacy concerns. This study investigates these concerns through a comparative analysis of stakeholder perspectives.…

Computers and Society · Computer Science 2025-03-18 Molly Campbell , Ankur Barthwal , Sandhya Joshi , Austin Shouli , Ajay Kumar Shrestha

Despite AI's superhuman performance in a variety of domains, humans are often unwilling to adopt AI systems. The lack of interpretability inherent in many modern AI techniques is believed to be hurting their adoption, as users may not trust…

Artificial Intelligence · Computer Science 2021-11-17 Daehwan Ahn , Abdullah Almaatouq , Monisha Gulabani , Kartik Hosanagar

Patients increasingly rely on online reviews when choosing healthcare providers, yet the sheer volume of these reviews can hinder effective decision-making. This paper summarises a mixed-methods study aimed at evaluating a proposed…

Computers and Society · Computer Science 2026-03-03 Eman Alamoudi , Ellis Solaiman

Evaluating AI-generated reviews by verdict agreement is widely recognized as insufficient, yet current alternatives rarely audit which concerns a system identifies, how it prioritizes them, or whether those priorities align with the review…

Artificial Intelligence · Computer Science 2026-04-23 Ming Jin

Recently, the use of sound measures and metrics in Artificial Intelligence has become the subject of interest of academia, government, and industry. Efforts towards measuring different phenomena have gained traction in the AI community, as…

Artificial Intelligence · Computer Science 2021-09-22 Pedro H. C. Avelar , Rafael B. Audibert , Anderson R. Tavares , Luís C. Lamb

Social media platforms are increasingly deploying complex interventions to help users detect false news. Labeling false news using techniques that combine crowd-sourcing with artificial intelligence (AI) offers a promising way to inform…

Human-Computer Interaction · Computer Science 2021-12-08 Ziv Epstein , Nicolò Foppiani , Sophie Hilgard , Sanjana Sharma , Elena Glassman , David Rand

In the early stages of scientific research, researchers rely on core scholarly judgments to identify relevant literature, assess credible evidence, and determine which directions merit pursuit. As AI tools become increasingly integrated…

Computers and Society · Computer Science 2026-04-28 Sanjana Gautam , Houjiang Liu , Yujin Choi , Matthew Lease

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort