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One of the main research areas in Artificial Intelligence is the coding of agents (programs) which are able to learn by themselves in any situation. This means that agents must be useful for purposes other than those they were created for,…

Artificial Intelligence · Computer Science 2011-02-04 Javier Insa-Cabrera , Jose Hernandez-Orallo

AI Alignment research seeks to align human and AI goals to ensure independent actions by a machine are always ethical. This paper argues empathy is necessary for this task, despite being often neglected in favor of more deductive…

Neural and Evolutionary Computing · Computer Science 2023-12-14 Devin Gonier , Adrian Adduci , Cassidy LoCascio

Explainable AI (XAI) aims to bridge the gap between complex algorithmic systems and human stakeholders. Current discourse often examines XAI in isolation as either a technological tool, user interface, or policy mechanism. This paper…

Computers and Society · Computer Science 2023-11-28 Joshua L. M. Brand , Luca Nannini

Equity Bias is a philosophical and practical framework for building smarter, more equitable AI systems. Grounded in hermeneutic philosophy and epistemic injustice theory, it treats bias not as an error to eliminate but as a reflection of…

Computers and Society · Computer Science 2026-04-24 Mary Lockwood

This paper develops a comprehensive framework for artificial intelligence systems that operate under strict epistemic constraints, moving beyond stochastic language prediction to support structured reasoning, propositional commitment, and…

Logic in Computer Science · Computer Science 2025-06-24 Craig Steven Wright

Although AI has significant potential to transform society, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and guidelines for responsible AI have been issued…

Artificial Intelligence · Computer Science 2022-09-21 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle

The widespread use of artificial intelligence (AI) systems across various domains is increasingly surfacing issues related to algorithmic fairness, especially in high-stakes scenarios. Thus, critical considerations of how fairness in AI…

Machine Learning · Computer Science 2024-06-28 Luca Deck , Astrid Schomäcker , Timo Speith , Jakob Schöffer , Lena Kästner , Niklas Kühl

Prevailing methods for assessing and comparing generative AIs incentivize responses that serve a hypothetical representative individual. Evaluating models in these terms presumes homogeneous preferences across the population and engenders…

Machine Learning · Computer Science 2023-03-06 Dilip Arumugam , Shi Dong , Benjamin Van Roy

The field of Artificial Intelligence (AI) and, in particular, the Machine Learning area, counts on a wide range of performance metrics and benchmark data sets to assess the problem-solving effectiveness of its solutions. However, the…

Computers and Society · Computer Science 2020-08-18 Teresa Scantamburlo , Atia Cortés , Marie Schacht

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…

Currently, potential threats of artificial intelligence (AI) to human have triggered a large controversy in society, behind which, the nature of the issue is whether the artificial intelligence (AI) system can be evaluated quantitatively.…

Artificial Intelligence · Computer Science 2015-12-04 Feng Liu , Yong Shi

More recently, Explainable Artificial Intelligence (XAI) research has shifted to focus on a more pragmatic or naturalistic account of understanding, that is, whether the stakeholders understand the explanation. This point is especially…

Human-Computer Interaction · Computer Science 2021-08-05 Janet Hui-wen Hsiao , Hilary Hei Ting Ngai , Luyu Qiu , Yi Yang , Caleb Chen Cao

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…

The increasing use of Artificial Intelligence (AI) in critical societal domains has amplified concerns about fairness, particularly regarding unequal treatment across sensitive attributes such as race, gender, and socioeconomic status.…

Machine Learning · Computer Science 2025-12-09 Munshi Mahbubur Rahman , Shimei Pan , James R. Foulds

As AI systems become increasingly sophisticated, questions about machine consciousness and its ethical implications have moved from fringe speculation to mainstream academic debate. Current ethical frameworks in this domain often implicitly…

Computers and Society · Computer Science 2025-12-03 Zhou Ziheng , Haiqiang Dai , Bin Ling , Ying Nian Wu , Demetri Terzopoulos

Artificial Intelligence (AI) provides many opportunities to improve private and public life. Discovering patterns and structures in large troves of data in an automated manner is a core component of data science, and currently drives…

Artificial Intelligence · Computer Science 2019-10-11 Vaishak Belle

Scientific research organizations that are developing and deploying Artificial Intelligence (AI) systems are at the intersection of technological progress and ethical considerations. The push for Responsible AI (RAI) in such institutions…

Artificial Intelligence · Computer Science 2023-12-18 Muneera Bano , Didar Zowghi , Pip Shea , Georgina Ibarra

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

Artificial Intelligence (AI) has paved the way for revolutionary decision-making processes, which if harnessed appropriately, can contribute to advancements in various sectors, from healthcare to economics. However, its black box nature…

Context:Today, ethical issues surrounding AI systems are increasingly prevalent, highlighting the critical need to integrate AI ethics into system design to prevent societal harm. Raising awareness and fostering a deep understanding of AI…

Software Engineering · Computer Science 2024-09-05 Aastha Pant , Rashina Hoda , Paul McIntosh