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Generative AI (GenAI) tools are increasingly pervasive, pushing instructors to redesign how students use GenAI tools in coursework. We conceptualize this work as emergency pedagogical design: reactive, indirect efforts by instructors to…

Human-Computer Interaction · Computer Science 2026-02-05 Sam Lau , Kianoosh Boroojeni , Harry Keeling , Jenn Marroquin

As artificial intelligence becomes increasingly integrated into digital learning environments, the personalization of learning content to reflect learners' individual career goals offers promising potential to enhance engagement and…

Artificial Intelligence · Computer Science 2025-08-07 Ronja Mehlan , Claudia Hess , Quintus Stierstorfer , Kristina Schaaff

In response to the increasing mental health challenges faced by college students, we sought to understand their perspectives on how AI applications, particularly Large Language Models (LLMs), can be leveraged to enhance their mental…

Human-Computer Interaction · Computer Science 2024-09-27 Owen Xingjian Zhang , Shuyao Zhou , Jiayi Geng , Yuhan Liu , Sunny Xun Liu

The volume of open-source biomedical data has been essential to the development of various spheres of the healthcare community since more `free' data can provide individual researchers more chances to contribute. However, institutions often…

Machine Learning · Computer Science 2023-03-07 Yixin Liu , Haohui Ye , Kai Zhang , Lichao Sun

As generative AI models, particularly large language models (LLMs), transform educational feedback practices in higher education (HE) contexts, understanding students' perceptions of different sources of feedback becomes crucial for their…

Human-Computer Interaction · Computer Science 2025-08-13 Audrey Zhang , Yifei Gao , Wannapon Suraworachet , Tanya Nazaretsky , Mutlu Cukurova

Artificial Intelligence has made remarkable advancements in recent years, primarily driven by increasingly large deep learning models. However, achieving true Artificial General Intelligence (AGI) demands fundamentally new architectures…

Artificial Intelligence · Computer Science 2025-04-30 Rajeev Gupta , Suhani Gupta , Ronak Parikh , Divya Gupta , Amir Javaheri , Jairaj Singh Shaktawat

Federated learning holds great potential for enabling large-scale healthcare research and collaboration across multiple centres while ensuring data privacy and security are not compromised. Although numerous recent studies suggest or…

Machine Learning · Computer Science 2025-02-05 Ming Li , Pengcheng Xu , Junjie Hu , Zeyu Tang , Guang Yang

Generative artificial intelligence (AI) based on large language models (LLMs), such as ChatGPT, has demonstrated remarkable progress across various professional fields, including medicine and education. However, their performance in…

Since 2006, deep learning (DL) has become a rapidly growing research direction, redefining state-of-the-art performances in a wide range of areas such as object recognition, image segmentation, speech recognition and machine translation. In…

Machine Learning · Computer Science 2016-12-23 Rui Zhao , Ruqiang Yan , Zhenghua Chen , Kezhi Mao , Peng Wang , Robert X. Gao

In the last decade, machine learning and artificial intelligence applications have received a significant boost in performance and attention in both academic research and industry. The success behind most of the recent state-of-the-art…

Biomolecules · Quantitative Biology 2020-12-21 Sebastian Raschka , Benjamin Kaufman

Artificial intelligence has transformed the perspective of medical imaging, leading to a genuine technological revolution in modern computer-assisted healthcare systems. However, ubiquitously featured deep learning (DL) systems require…

Image and Video Processing · Electrical Eng. & Systems 2026-01-09 Dominika Ciupek , Maciej Malawski , Tomasz Pieciak

This paper provides a comprehensive study of Federated Learning (FL) with an emphasis on components, challenges, applications and FL environment. FL can be applicable in multiple fields and domains in real-life models. in the medical…

Computer Vision and Pattern Recognition · Computer Science 2022-01-25 Dhurgham Hassan Mahlool , Mohammed Hamzah Abed

The rapid integration of Artificial Intelligence (AI) into K-12 STEM education presents transformative opportunities alongside significant ethical challenges. While AI-powered tools such as Intelligent Tutoring Systems (ITS), automated…

Computers and Society · Computer Science 2025-10-23 Shaouna Shoaib Lodhi , Shoaib Lodhi

This research explores the opportunities of Generative AI (GenAI) in the realm of higher education through the design and development of a multimodal chatbot for an undergraduate course. Leveraging the ChatGPT API for nuanced text-based…

Human-Computer Interaction · Computer Science 2025-09-25 Johnny Chan , Yuming Li

Reproducibility is an increasing concern in Artificial Intelligence (AI), particularly in the area of Deep Learning (DL). Being able to reproduce DL models is crucial for AI-based systems, as it is closely tied to various tasks like…

Machine Learning · Computer Science 2022-02-08 Boyuan Chen , Mingzhi Wen , Yong Shi , Dayi Lin , Gopi Krishnan Rajbahadur , Zhen Ming , Jiang

Integrating Generative AI (GenAI) into educational contexts presents a transformative potential for enhancing learning experiences. This paper introduces CourseGPT, a generative AI tool designed to support instructors and enhance the…

Computers and Society · Computer Science 2024-12-25 Ahmad M. Nazar , Mohamed Y. Selim , Ashraf Gaffar , Shakil Ahmed

This paper presents an innovative pedagogical approach for teaching artificial intelligence and data science that systematically bridges traditional machine learning techniques with modern Large Language Models (LLMs). We describe a course…

Artificial Intelligence · Computer Science 2025-12-08 Fang Li

Generative artificial intelligence (AI) models, such as diffusion models and OpenAI's ChatGPT, are transforming medicine by enhancing diagnostic accuracy and automating clinical workflows. The field has advanced rapidly, evolving from…

Artificial Intelligence · Computer Science 2025-08-28 Lukas Buess , Matthias Keicher , Nassir Navab , Andreas Maier , Soroosh Tayebi Arasteh

The rapid emergence of generative AI tools is transforming the way software is developed. Consequently, software engineering education must adapt to ensure that students not only learn traditional development methods but also understand how…

Software Engineering · Computer Science 2025-12-08 Uwe M. Borghoff , Mark Minas , Jannis Schopp

The rapid advance of generative AI is reshaping the strategic vision for R&D across industries. The unique challenges of pharmaceutical R&D will see applications of generative AI deliver value along the entire value chain from early…

Quantitative Methods · Quantitative Biology 2023-12-21 Guy Doron , Sam Genway , Mark Roberts , Sai Jasti
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