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As researchers strive to narrow the gap between machine intelligence and human through the development of artificial intelligence technologies, it is imperative that we recognize the critical importance of trustworthiness in open-world,…

Machine Learning · Statistics 2023-10-19 Shide Du , Zihan Fang , Shiyang Lan , Yanchao Tan , Manuel Günther , Shiping Wang , Wenzhong Guo

As generative AI (GenAI) is increasingly applied in persona development to represent real users, understanding the implications and limitations of this technology is essential for establishing robust practices. This scoping review analyzes…

Human-Computer Interaction · Computer Science 2026-04-20 Danial Amin , Joni Salminen , Farhan Ahmed , Sonja M. H. Tervola , Sankalp Sethi , Bernard J. Jansen

Transfer learning has become crucial in computer vision tasks due to the vast availability of pre-trained deep learning models. However, selecting the optimal pre-trained model from a diverse pool for a specific downstream task remains a…

Computer Vision and Pattern Recognition · Computer Science 2023-08-30 Xiaotong Li , Zixuan Hu , Yixiao Ge , Ying Shan , Ling-Yu Duan

Explainability is one of the key ethical concepts in the design of AI systems. However, attempts to operationalize this concept thus far have tended to focus on approaches such as new software for model interpretability or guidelines with…

Computers and Society · Computer Science 2020-10-06 Ben Zevenbergen , Allison Woodruff , Patrick Gage Kelley

AI systems are increasingly used in high-stakes domains such as credit rating, where fairness concerns are critical. Existing fairness assessments are typically conducted by AI experts or regulators using predefined protected attributes and…

Computers and Society · Computer Science 2026-02-10 Lin Luo , Satwik Ghanta , Yuri Nakao , Mathieu Chollet , Simone Stumpf

Sustainable AI projects are continuously responsive to the transformative effects as well as short-, medium-, and long-term impacts on individuals and society that the design, development, and deployment of AI technologies may have.…

Optimization of product performance repetitively introduces the need to make products adaptive in a more general sense. This more general idea is often captured under the term 'self-configuration'. Despite the importance of such capability,…

Artificial Intelligence · Computer Science 2016-06-30 Aleksander Lodwich

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

The rapid evolution of wearable technology marks a transformative phase in human-computer interaction, seamlessly integrating digital functionality into daily life. This paper explores the historical trajectory, current advancements, and…

Human-Computer Interaction · Computer Science 2025-02-13 David Pearl , James Intriligator , Xuanjiang Liu

SOA is a prominent paradigm for accomplishing reuse of services. Service reusability is one dominant factor which has a greater influence on achieving quality in SOA systems. There exists sufficient research in this area and researchers…

Software Engineering · Computer Science 2012-07-06 Shanmugasundaram G. , V. Prasanna Venkatesan , C. Punitha Devi

With the rising applications of robots in unstructured real-world environments, roboticists are increasingly concerned with the problems posed by the complexity of such environments. One solution to these problems is robot autonomy. Since…

Robotics · Computer Science 2020-12-14 Chinedu Pascal Ezenkwu , Andrew Starkey

Alexa Skills are used for a variety of daily routines and purposes, but little research has focused on a key part of many people's daily lives: their pets. We present a systematic review categorizing the purposes of 88 Alexa Skills aimed at…

Human-Computer Interaction · Computer Science 2021-11-02 Justin Edwards , Orla Cooney , Rachel Edwards

This study explores how discussing metaphors for AI can help build awareness of the frames that shape our understanding of AI systems, particularly large language models (LLMs) like ChatGPT. Given the pressing need to teach "critical AI…

Human-Computer Interaction · Computer Science 2024-02-06 Anuj Gupta , Yasser Atef , Anna Mills , Maha Bali

We study \emph{Human Projection} (HP): people's tendency to evaluate AI using the same frameworks they use for humans -- treating features such as task difficulty and the reasonableness of mistakes as diagnostic of overall ability. We…

General Economics · Economics 2026-05-12 Bnaya Dreyfuss , Raphaël Raux

Recent advances in large-scale machine learning have produced high-capacity foundation models capable of adapting to a broad array of downstream tasks. While such models hold great promise for robotics, the prevailing paradigm still…

Machine Learning · Computer Science 2025-02-11 Sharmita Dey

We propose a Capabilities-based approach for building long-lived, complex systems that have lengthy development cycles. User needs and technology evolve during these extended development periods, and thereby, inhibit a fixed…

Software Engineering · Computer Science 2007-05-23 Ramya Ravichandar , James D. Arthur , Shawn A. Bohner

Benchmarking has long served as a foundational practice in machine learning and, increasingly, in modern AI systems such as large language models, where shared tasks, metrics, and leaderboards offer a common basis for measuring progress and…

Artificial Intelligence · Computer Science 2026-02-16 Philip Waggoner

The impact of Artificial Intelligence does not depend only on fundamental research and technological developments, but for a large part on how these systems are introduced into society and used in everyday situations. AI is changing the way…

Computers and Society · Computer Science 2022-05-24 Virginia Dignum

No two people are alike. We usually ignore this diversity as we have the capability to adapt and, without noticing, become experts in interfaces that were probably misadjusted to begin with. This adaptation is not always at the user's…

Human-Computer Interaction · Computer Science 2014-02-06 Tiago Guerreiro , Hugo Nicolau , João Oliveira , Joaquim Jorge , Daniel Gonçalves

Interest in semi-autonomous systems (SAS) is growing rapidly as a paradigm to deploy autonomous systems in domains that require occasional reliance on humans. This paradigm allows service robots or autonomous vehicles to operate at varying…

Artificial Intelligence · Computer Science 2020-03-18 Connor Basich , Justin Svegliato , Kyle Hollins Wray , Stefan Witwicki , Joydeep Biswas , Shlomo Zilberstein