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Related papers: Trustworthy and Responsible AI for Human-Centric A…

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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

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

Background: Trustworthy AI serves as a foundational pillar for two major AI ethics conferences: AIES and FAccT. However, current research often adopts techno-centric approaches, focusing primarily on technical attributes such as…

Artificial Intelligence · Computer Science 2026-04-23 Siddharth Mehrotra , Jin Huang , Xuelong Fu , Roel Dobbe , Clara I. Sánchez , Maarten de Rijke

Artificial Intelligence (AI) has made its way into various scientific fields, providing astonishing improvements over existing algorithms for a wide variety of tasks. In recent years, there have been severe concerns over the trustworthiness…

Machine Learning · Computer Science 2024-08-20 Surbhi Mittal , Kartik Thakral , Richa Singh , Mayank Vatsa , Tamar Glaser , Cristian Canton Ferrer , Tal Hassner

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…

Artificial Intelligence · Computer Science 2022-10-07 Vinodkumar Prabhakaran , Margaret Mitchell , Timnit Gebru , Iason Gabriel

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…

Artificial Intelligence · Computer Science 2017-06-09 Virginia Dignum

Shifting the focus from principles to practical implementation, responsible artificial intelligence (AI) has garnered considerable attention across academia, industry, and society at large. Despite being in its nascent stages, this emerging…

Artificial Intelligence · Computer Science 2024-05-07 Yi Zhang , Mengjia Wu , Guangquan Zhang , Jie Lu

Thanks to the great progress of machine learning in the last years, several Artificial Intelligence (AI) techniques have been increasingly moving from the controlled research laboratory settings to our everyday life. AI is clearly…

Artificial Intelligence · Computer Science 2021-06-07 Tatiana Tommasi , Silvia Bucci , Barbara Caputo , Pietro Asinari

In recent years, Artificial Intelligence technology has excelled in various applications across all domains and fields. However, the various algorithms in neural networks make it difficult to understand the reasons behind decisions. For…

Artificial Intelligence · Computer Science 2025-05-13 Bowen Long , Enjie Liu , Renxi Qiu , Yanqing Duan

Artificial intelligence (AI) can potentially transform global health, but algorithmic bias can exacerbate social inequities and disparity. Trustworthy AI entails the intentional design to ensure equity and mitigate potential biases. To…

Efforts to mitigate bias and enhance fairness in the artificial intelligence (AI) community have predominantly focused on technical solutions. While numerous reviews have addressed bias in AI, this review uniquely focuses on the practical…

Artificial Intelligence · Computer Science 2024-10-24 Abdoul Jalil Djiberou Mahamadou , Artem A. Trotsyuk

Artificial intelligence (AI) has transformed various sectors and institutions, including education and healthcare. Although AI offers immense potential for innovation and problem solving, its integration also raises significant ethical…

Computers and Society · Computer Science 2024-12-05 William Franz Lamberti

The rapid progress in Large Language Models (LLMs) could transform many fields, but their fast development creates significant challenges for oversight, ethical creation, and building user trust. This comprehensive review looks at key trust…

Computers and Society · Computer Science 2024-07-22 Md Meftahul Ferdaus , Mahdi Abdelguerfi , Elias Ioup , Kendall N. Niles , Ken Pathak , Steven Sloan

AI ethics is an emerging field with multiple, competing narratives about how to best solve the problem of building human values into machines. Two major approaches are focused on bias and compliance, respectively. But neither of these ideas…

Artificial Intelligence · Computer Science 2023-02-24 Thomas Krendl Gilbert , Megan Welle Brozek , Andrew Brozek

Objective: This review explores the trustworthiness of multimodal artificial intelligence (AI) systems, specifically focusing on vision-language tasks. It addresses critical challenges related to fairness, transparency, and ethical…

Cryptography and Security · Computer Science 2025-05-28 Mohammad Saleh , Azadeh Tabatabaei

Trustworthy artificial intelligence (AI) has become an important topic because trust in AI systems and their creators has been lost. Researchers, corporations, and governments have long and painful histories of excluding marginalized groups…

Computers and Society · Computer Science 2022-03-07 Ashwin , William Agnew , Umut Pajaro , Hetvi Jethwani , Arjun Subramonian

The trustworthiness of Robots and Autonomous Systems (RAS) has gained a prominent position on many research agendas towards fully autonomous systems. This research systematically explores, for the first time, the key facets of…

Robotics · Computer Science 2021-05-11 Hongmei He , John Gray , Angelo Cangelosi , Qinggang Meng , T. Martin McGinnity , Jörn Mehnen

As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance…

Human-Computer Interaction · Computer Science 2021-02-23 Henrietta Lyons , Eduardo Velloso , Tim Miller

The widespread utilization of AI systems has drawn attention to the potential impacts of such systems on society. Of particular concern are the consequences that prediction errors may have on real-world scenarios, and the trust humanity…

Computers and Society · Computer Science 2021-06-22 Mary Roszel , Robert Norvill , Jean Hilger , Radu State

When engaging in strategic decision-making, we are frequently confronted with overwhelming information and data. The situation can be further complicated when certain pieces of evidence contradict each other or become paradoxical. The…

Artificial Intelligence · Computer Science 2023-11-22 Caesar Wu , Yuan-Fang Li , Jian Li , Jingjing Xu , Bouvry Pascal