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Welcome to the fifth edition of the AI Index Report! The latest edition includes data from a broad set of academic, private, and nonprofit organizations as well as more self-collected data and original analysis than any previous editions,…

Large Language Models (LLMs) exhibit surprisingly diverse risk preferences when acting as AI decision makers, a crucial characteristic whose origins remain poorly understood despite their expanding economic roles. We analyze 50 LLMs using…

General Economics · Economics 2025-06-11 Shumiao Ouyang , Hayong Yun , Xingjian Zheng

There is a growing need for data-driven research efforts on how the public perceives the ethical, moral, and legal issues of autonomous AI systems. The current debate on the responsibility gap posed by these systems is one such example.…

Computers and Society · Computer Science 2021-01-18 Gabriel Lima , Meeyoung Cha

The significance of open data in higher education stems from the changing tendencies towards open science, and open research in higher education encourages new ways of making scientific inquiry more transparent, collaborative and…

Computers and Society · Computer Science 2024-10-29 Panos Fitsilis , Vyron Damasiotis , Charalampos Dervenis , Vasileios Kyriatzis , Paraskevi Tsoutsa

Context: Using student subjects in empirical studies has been discussed extensively from a methodological perspective in Software Engineering (SE), but there is a lack of similar discussion surrounding ethical aspects of doing so. As…

Software Engineering · Computer Science 2021-03-16 Grischa Liebel , Shalini Chakraborty

Healthcare stands at a critical crossroads. Artificial Intelligence and modern computing are unlocking opportunities, yet their value lies in the data that fuels them. The value of healthcare data is no longer limited to individual…

Computers and Society · Computer Science 2025-11-21 Adam Leon Kesner , Anyi Li , Phillip Koo

Given that AI systems are set to play a pivotal role in future decision-making processes, their trustworthiness and reliability are of critical concern. Due to their scale and complexity, modern AI systems resist direct interpretation, and…

Artificial Intelligence · Computer Science 2025-01-03 Binxia Xu , Antonis Bikakis , Daniel Onah , Andreas Vlachidis , Luke Dickens

Ethics in AI has become a debated topic of public and expert discourse in recent years. But what do people who build AI - AI practitioners - have to say about their understanding of AI ethics and the challenges associated with incorporating…

Computers and Society · Computer Science 2023-07-20 Aastha Pant , Rashina Hoda , Simone V. Spiegler , Chakkrit Tantithamthavorn , Burak Turhan

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

Large language models (LLMs) have become increasingly pivotal in various domains due the recent advancements in their performance capabilities. However, concerns persist regarding biases in LLMs, including gender, racial, and cultural…

Artificial Intelligence · Computer Science 2024-12-03 Mijntje Meijer , Hadi Mohammadi , Ayoub Bagheri

In a series of two papers, we provide a comprehensive agenda of actions the American Astronomical Society (AAS) can take to create a more diverse and inclusive professional system for astronomers, with a focus on women astronomers. This…

Algorithms are becoming more widely used in business, and businesses are becoming increasingly concerned that their algorithms will cause significant reputational or financial damage. We should emphasize that any of these damages stem from…

Computers and Society · Computer Science 2021-07-30 Ramya Akula , Ivan Garibay

Self-adaptive systems increasingly operate in close interaction with humans, often sharing the same physical or virtual environments and making decisions with ethical implications at runtime. Current approaches typically encode ethics as…

Software Engineering · Computer Science 2026-02-20 Marco Autili , Gianluca Filippone , Mashal Afzal Memon , Patrizio Pelliccione

In this paper we present a set of key demarcations, particularly important when discussing ethical and societal issues of current AI research and applications. Properly distinguishing issues and concerns related to Artificial General…

Artificial Intelligence · Computer Science 2019-05-17 Anders Braarud Hanssen , Stefano Nichele

Automated Decision-Making Systems (ADS) have become pervasive across various fields, activities, and occupations, to enhance performance. However, this widespread adoption introduces potential risks, including the misuse of ADS. Such misuse…

Computers and Society · Computer Science 2024-01-15 Marcelino Cabrera , Carlos Cruz , Pavel Novoa-Hernández , David A. Pelta , José Luis Verdegay

Selecting an automatic metric that best emulates human annotators is often non-trivial, because there is no clear definition of "best emulates." A meta-metric is required to compare the human judgments to the automatic metric scores, and…

Computation and Language · Computer Science 2024-10-07 Brian Thompson , Nitika Mathur , Daniel Deutsch , Huda Khayrallah

As AI systems are increasingly incorporated into domains where human behavior has set the norm, a challenge for AI governance and AI alignment research is to regulate their behavior in a way that is useful and constructive for society. One…

Computers and Society · Computer Science 2024-06-10 Sunayana Rane

The use of automated decision tools in recruitment has received an increasing amount of attention. In November 2021, the New York City Council passed a legislation (Local Law 144) that mandates bias audits of Automated Employment Decision…

Machine Learning · Computer Science 2023-02-09 Giulio Filippi , Sara Zannone , Airlie Hilliard , Adriano Koshiyama

The integration of artificial intelligence (AI) into the industrial sector has not only driven innovation but also expanded the ethical landscape, necessitating a reevaluation of principles governing technology and its applications and…

Computers and Society · Computer Science 2026-01-15 Ruomu Tan , Martin W Hoffmann
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