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Since decades, the modelling of metadata has been core to the functioning of any academic library. Its importance has only enhanced with the increasing pervasiveness of Generative Artificial Intelligence (AI)-driven information activities…

Digital Libraries · Computer Science 2025-03-18 Mayukh Bagchi

Artificial intelligence (AI) systems increasingly shape how people access health information, make medical decisions, and receive care -- yet epidemiology lacks frameworks for measuring AI exposure or studying its health effects at the…

Other Statistics · Statistics 2026-04-16 Harsh Parikh , Tyler McCormick , Emily Johnson , Leo Hickey , Megan Ranney , Bhramar Mukherjee

Over the past years, image generation and manipulation have achieved remarkable progress due to the rapid development of generative AI based on deep learning. Recent studies have devoted significant efforts to address the problem of face…

Computer Vision and Pattern Recognition · Computer Science 2024-02-15 Yuhang Lu , Touradj Ebrahimi

Generative AI tools are increasingly embedded in everyday work and learning, yet their fluency, opacity, and propensity to hallucinate mean that users must critically evaluate AI outputs rather than accept them at face value. The present…

Artificial Intelligence · Computer Science 2026-05-27 Gabriel R. Lau , Wei Yan Low , Louis Tay , Ysabel Guevarra , Dragan Gašević , Andree Hartanto

Generative AI (GenAI) systems offer opportunities to increase user productivity in many tasks, such as programming and writing. However, while they boost productivity in some studies, many others show that users are working ineffectively…

Human-Computer Interaction · Computer Science 2024-02-20 Auste Simkute , Lev Tankelevitch , Viktor Kewenig , Ava Elizabeth Scott , Abigail Sellen , Sean Rintel

The use of synthetic data is recognized as a crucial step in the development of neural network-based Artificial Intelligence (AI) systems. While the methods for generating synthetic data for AI applications in other domains have a role in…

Artificial Intelligence · Computer Science 2023-03-17 Gary An , Chase Cockrell

Generative AI systems may pose serious risks to individuals vulnerable to eating disorders. Existing safeguards tend to overlook subtle but clinically significant cues, leaving many risks unaddressed. To better understand the nature of…

Human-Computer Interaction · Computer Science 2025-12-05 Amy Winecoff , Kevin Klyman

Progress in AI has relied on human-generated data, from annotator marketplaces to the wider Internet. However, the widespread use of large language models now threatens the quality and integrity of human-generated data on these very…

Computers and Society · Computer Science 2025-06-10 Sebastin Santy , Prasanta Bhattacharya , Manoel Horta Ribeiro , Kelsey Allen , Sewoong Oh

Data-centric AI approach aims to enhance the model performance without modifying the model and has been shown to impact model performance positively. While recent attention has been given to data-centric AI based on synthetic data, due to…

Computation and Language · Computer Science 2023-06-27 Chanjun Park , Seonmin Koo , Seolhwa Lee , Jaehyung Seo , Sugyeong Eo , Hyeonseok Moon , Heuiseok Lim

The artificial intelligence (AI) world is running out of real data for training increasingly large generative models, resulting in accelerating pressure to train on synthetic data. Unfortunately, training new generative models with…

Machine Learning · Computer Science 2024-08-30 Sina Alemohammad , Ahmed Imtiaz Humayun , Shruti Agarwal , John Collomosse , Richard Baraniuk

Generative artificial intelligence (GenAI) like Large Language Model (LLM) is increasingly integrated into digital platforms to enhance information access, deliver personalized experiences, and improve matching efficiency. However, these…

Computers and Society · Computer Science 2025-11-05 Lei Chen , Chaoyue Gao , Alvin Leung , Xiaoning Wang

Recent generative AI systems have demonstrated more advanced persuasive capabilities and are increasingly permeating areas of life where they can influence decision-making. Generative AI presents a new risk profile of persuasion due the…

Generative AI appears poised to transform white collar professions, with more than 90% of Fortune 500 companies using OpenAI's flagship GPT models, which have been characterized as "general purpose technologies" capable of effecting epochal…

Human-Computer Interaction · Computer Science 2024-05-28 Robert Wolfe , Tanushree Mitra

Deep generative models have demonstrated impressive performance in various computer vision applications, including image synthesis, video generation, and medical analysis. Despite their significant advancements, these models may be used for…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Jingyi Deng , Chenhao Lin , Zhengyu Zhao , Shuai Liu , Zhe Peng , Qian Wang , Chao Shen

AI-generated health misinformation poses unprecedented threats to patient safety and healthcare system trust globally. This white paper presents an explainable AI framework developed through the EPSRC INDICATE project to combat medical…

Information Retrieval · Computer Science 2025-09-05 Sueun Hong , Shuojie Fu , Ovidiu Serban , Brianna Bao , James Kinross , Francesa Toni , Guy Martin , Uddhav Vaghela

Recent advances in generative AI have brought incredible breakthroughs in several areas, including medical imaging. These generative models have tremendous potential not only to help safely share medical data via synthetic datasets but also…

The proliferation of AI-generated and AI-assisted text on the internet is feared to contribute to a degradation in semantic and stylistic diversity, factual accuracy, and other negative developments (sometimes subsumed under the Dead…

Computers and Society · Computer Science 2026-05-01 Jonas Dolezal , Sawood Alam , Mark Graham , Maty Bohacek

The increasing prevalence of retinal diseases poses a significant challenge to the healthcare system, as the demand for ophthalmologists surpasses the available workforce. This imbalance creates a bottleneck in diagnosis and treatment,…

Image and Video Processing · Electrical Eng. & Systems 2024-08-15 Jia-Hong Huang

Preservation of private user data is of paramount importance for high Quality of Experience (QoE) and acceptability, particularly with services treating sensitive data, such as IT-based health services. Whereas anonymization techniques were…

Machine Learning · Computer Science 2024-03-04 Navid Ashrafi , Vera Schmitt , Robert P. Spang , Sebastian Möller , Jan-Niklas Voigt-Antons

Seismic advances in generative AI algorithms for imagery, text, and other data types has led to the temptation to use synthetic data to train next-generation models. Repeating this process creates an autophagous (self-consuming) loop whose…