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Explainable Artificial Intelligence (XAI) methods are intended to help human users better understand the decision making of an AI agent. However, many modern XAI approaches are unintuitive to end users, particularly those without prior AI…

机器学习 · 计算机科学 2022-09-09 Faraz Khadivpour , Arghasree Banerjee , Matthew Guzdial

In the last few years, AI continues demonstrating its positive impact on society while sometimes with ethically questionable consequences. Building and maintaining public trust in AI has been identified as the key to successful and…

人工智能 · 计算机科学 2021-05-25 Liming Zhu , Xiwei Xu , Qinghua Lu , Guido Governatori , Jon Whittle

As debates on potential societal harm from artificial intelligence (AI) culminate in legislation and international norms, a global divide is emerging in both AI regulatory frameworks and international governance structures. In terms of…

人工智能 · 计算机科学 2024-07-17 Sangchul Park

Safety cases, structured arguments that a system is acceptably safe, are becoming central to the governance of AI systems. Yet, traditional safety-case practices from aviation or nuclear engineering rely on well-specified system boundaries,…

软件工程 · 计算机科学 2026-03-09 Sung Une Lee , Liming Zhu , Md Shamsujjoha , Liming Dong , Qinghua Lu , Jieshan Chen , Lionel Briand

The need for AI systems to provide explanations for their behaviour is now widely recognised as key to their adoption. In this paper, we examine the problem of trustworthy AI and explore what delivering this means in practice, with a focus…

人工智能 · 计算机科学 2022-11-30 Rob Procter , Peter Tolmie , Mark Rouncefield

Research on fairness, accountability, transparency and ethics of AI-based interventions in society has gained much-needed momentum in recent years. However it lacks an explicit alignment with a set of normative values and principles that…

人工智能 · 计算机科学 2022-10-07 Vinodkumar Prabhakaran , Margaret Mitchell , Timnit Gebru , Iason Gabriel

The widespread diffusion of Artificial Intelligence (AI)-based systems offers many opportunities to contribute to the well-being of individuals and the advancement of economies and societies. This diffusion is, however, closely accompanied…

计算机与社会 · 计算机科学 2024-10-18 L. H. Nguyen , S. Lins , M. Renner , A. Sunyaev

The rapid development of artificial intelligence (AI) has led to increasing concerns about the capability of AI systems to make decisions and behave responsibly. Responsible AI (RAI) refers to the development and use of AI systems that…

软件工程 · 计算机科学 2023-05-25 Boming Xia , Qinghua Lu , Harsha Perera , Liming Zhu , Zhenchang Xing , Yue Liu , Jon Whittle

Responsible artificial intelligence guidelines ask engineers to consider how their systems might harm. However, contemporary artificial intelligence systems are built by composing many preexisting software modules that pass through many…

计算机与社会 · 计算机科学 2023-06-22 David Gray Widder , Dawn Nafus

As intelligent systems are increasingly making decisions that directly affect society, perhaps the most important upcoming research direction in AI is to rethink the ethical implications of their actions. Means are needed to integrate…

人工智能 · 计算机科学 2017-06-09 Virginia Dignum

The climate crisis requires responses that integrate scientific, ethical, social, and technological perspectives. Artificial intelligence (AI) has emerged as a powerful tool in climate modelling, environmental monitoring, and energy…

计算机与社会 · 计算机科学 2026-01-27 Julio Vega

Responsible prompt engineering has emerged as a critical framework for ensuring that generative artificial intelligence (AI) systems serve society's needs while minimizing potential harms. As generative AI applications become increasingly…

计算机与社会 · 计算机科学 2025-04-24 Christian Djeffal

Recent AI-related scandals have shed a spotlight on accountability in AI, with increasing public interest and concern. This paper draws on literature from public policy and governance to make two contributions. First, we propose an AI…

计算机与社会 · 计算机科学 2021-10-19 Chris Percy , Simo Dragicevic , Sanjoy Sarkar , Artur S. d'Avila Garcez

A computational ethics framework is essential for AI and autonomous systems operating in complex, real-world environments. Existing approaches often lack the adaptability needed to integrate ethical principles into dynamic and ambiguous…

人工智能 · 计算机科学 2025-03-03 Nijesh Upreti , Jessica Ciupa , Vaishak Belle

Context: Responsibility gaps, long-recognized challenges in socio-technical systems where accountability becomes diffuse or ambiguous, have become increasingly pronounced in GenAI-enabled software. The generative and adaptive nature…

软件工程 · 计算机科学 2025-11-18 Zhenyu Mao , Jacky Keung , Yicheng Sun , Yifei Wang , Shuo Liu , Jialong Li

AI incident reporting requirements are emerging in regulation and policy, yet no operational criteria exist for determining when a detected AI incident warrants escalation beyond national handling to international coordination. This paper…

计算机与社会 · 计算机科学 2026-05-20 Francesca Gomez , Matthew Ball , Michael Harre , Lydia Preston , Josephine Schwab , Caio Machado

The rapid scaling of AI has spurred a growing emphasis on ethical considerations in both development and practice. This has led to the formulation of increasingly sophisticated model auditing and reporting requirements, as well as…

人机交互 · 计算机科学 2024-10-01 Mahasweta Chakraborti , Bert Joseph Prestoza , Nicholas Vincent , Seth Frey

As autonomous systems grow more advanced, objective metrics to evaluate their ethical and legal compliance are critical for informing end users of their limitations and ensuring accountability of those who misuse them. Current ethical…

Accountability aims to provide explanations for why unwanted situations occurred, thus providing means to assign responsibility and liability. As such, accountability has slightly different meanings across the sciences. In computer science,…

计算机与社会 · 计算机科学 2016-08-30 Severin Kacianka , Florian Kelbert , Alexander Pretschner

NeurIPS 2020 requested that research paper submissions include impact statements on "potential nefarious uses and the consequences of failure." However, as researchers, practitioners and system designers, a key challenge to anticipating…

计算机与社会 · 计算机科学 2020-12-11 Margarita Boyarskaya , Alexandra Olteanu , Kate Crawford