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This article appears as chapter 21 of Prince (2023, Understanding Deep Learning); a complete draft of the textbook is available here: http://udlbook.com. This chapter considers potential harms arising from the design and use of AI systems.…

Artificial Intelligence · Computer Science 2023-06-21 Travis LaCroix , Simon J. D. Prince

Robots and other artificial intelligence (AI) systems are widely perceived as moral agents responsible for their actions. As AI proliferates, these perceptions may become entangled via the moral spillover of attitudes towards one AI to…

Artificial Intelligence · Computer Science 2024-12-10 Aikaterina Manoli , Janet V. T. Pauketat , Jacy Reese Anthis

Human feedback is critical for aligning AI systems to human values. As AI capabilities improve and AI is used to tackle more challenging tasks, verifying quality and safety becomes increasingly challenging. This paper explores how we can…

Artificial Intelligence · Computer Science 2025-10-31 Rishub Jain , Sophie Bridgers , Lili Janzer , Rory Greig , Tian Huey Teh , Vladimir Mikulik

The rapid development of Artificial Intelligence (AI) technology has enabled the deployment of various systems based on it. However, many current AI systems are found vulnerable to imperceptible attacks, biased against underrepresented…

Artificial Intelligence · Computer Science 2022-05-27 Bo Li , Peng Qi , Bo Liu , Shuai Di , Jingen Liu , Jiquan Pei , Jinfeng Yi , Bowen Zhou

How much are we to trust a decision made by an AI algorithm? Trusting an algorithm without cause may lead to abuse, and mistrusting it may similarly lead to disuse. Trust in an AI is only desirable if it is warranted; thus, calibrating…

Human-Computer Interaction · Computer Science 2023-03-27 Neil Natarajan , Reuben Binns , Jun Zhao , Nigel Shadbolt

In this Article, I explore the impending conflict between the protection of civil rights and artificial intelligence (AI). While both areas of law have amassed rich and well-developed areas of scholarly work and doctrinal support, a growing…

Computers and Society · Computer Science 2026-01-27 Sonia Katyal

Persuasion is a fundamental aspect of communication, influencing decision-making across diverse contexts, from everyday conversations to high-stakes scenarios such as politics, marketing, and law. The rise of conversational AI systems has…

Computation and Language · Computer Science 2026-03-24 Nimet Beyza Bozdag , Shuhaib Mehri , Xiaocheng Yang , Hyeonjeong Ha , Zirui Cheng , Esin Durmus , Jiaxuan You , Heng Ji , Gokhan Tur , Dilek Hakkani-Tür

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Uncertainty in artificial intelligence (AI) predictions poses urgent legal and ethical challenges for AI-assisted decision-making. We examine two algorithmic interventions that act as guardrails for human-AI collaboration: selective…

Computers and Society · Computer Science 2025-08-12 Holli Sargeant , Mackenzie Jorgensen , Arina Shah , Adrian Weller , Umang Bhatt

Trustworthy Artificial Intelligence (TAI) integrates ethics that align with human values, looking at their influence on AI behaviour and decision-making. Primarily dependent on self-assessment, TAI evaluation aims to ensure ethical…

Computers and Society · Computer Science 2024-09-13 Louise McCormack , Malika Bendechache

Today, AI is increasingly being used in many high-stakes decision-making applications in which fairness is an important concern. Already, there are many examples of AI being biased and making questionable and unfair decisions. The AI…

Artificial Intelligence · Computer Science 2020-02-06 Yunfeng Zhang , Rachel K. E. Bellamy , Kush R. Varshney

When we consult with a doctor, lawyer, or financial advisor, we generally assume that they are acting in our best interests. But what should we assume when it is an artificial intelligence (AI) system that is acting on our behalf? Early…

Computers and Society · Computer Science 2020-03-26 Anthony Aguirre , Gaia Dempsey , Harry Surden , Peter B. Reiner

The promise of human-AI teaming lies in humans and AI working together to achieve performance levels neither could accomplish alone. Effective communication between AI and humans is crucial for teamwork, enabling users to efficiently…

Human-Computer Interaction · Computer Science 2025-08-13 Tina Behzad , Nikolos Gurney , Ning Wang , David V. Pynadath

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

With the widespread and pervasive use of Artificial Intelligence (AI) for automated decision-making systems, AI bias is becoming more apparent and problematic. One of its negative consequences is discrimination: the unfair, or unequal…

Computers and Society · Computer Science 2021-06-07 Xavier Ferrer , Tom van Nuenen , Jose M. Such , Mark Coté , Natalia Criado

Artificial intelligence (AI) technologies (re-)shape modern life, driving innovation in a wide range of sectors. However, some AI systems have yielded unexpected or undesirable outcomes or have been used in questionable manners. As a…

AI-based tools that mediate, enhance or generate parts of video communication may interfere with how people evaluate trustworthiness and credibility. In two preregistered online experiments (N = 2,000), we examined whether AI-mediated video…

Human-Computer Interaction · Computer Science 2026-03-20 Nelson Navajas Fernández , Jeffrey T. Hancock , Maurice Jakesch

Large language models trained on human feedback may suppress fraud warnings when investors arrive already persuaded of a fraudulent opportunity. We tested this in a preregistered experiment across seven leading LLMs and twelve investment…

Artificial Intelligence · Computer Science 2026-04-24 Nattavudh Powdthavee

Despite rapid technological progress, effective human-machine cooperation remains a significant challenge. Humans tend to cooperate less with machines than with fellow humans, a phenomenon known as the machine penalty. Here, we show that…

Human-Computer Interaction · Computer Science 2025-05-29 Zhen Wang , Ruiqi Song , Chen Shen , Shiya Yin , Zhao Song , Balaraju Battu , Lei Shi , Danyang Jia , Talal Rahwan , Shuyue Hu

Artificial Intelligence (AI) has received unprecedented attention in recent years, raising ethical concerns about the development and use of AI technology. In the present article, we advocate that these concerns stem from a blurred…

Computers and Society · Computer Science 2025-07-24 Flavio Soares Correa da Silva
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