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Recent artificial intelligence has developed rapidly with significant interdisciplinary expansion, yet existing studies often treat it as a whole, lacking systematic long-term subfield comparisons and structural analyses, thereby limiting…

Digital Libraries · Computer Science 2026-05-12 Zeyu Li , Yalan Jin , Shuyu Chen , Tingxin Jiang , Xinyi Chang , Lu Yuan

Understanding the creation, evolution, and dissemination of scientific knowledge is crucial for bridging diverse subject areas and addressing complex global challenges such as pandemics, climate change, and ethical AI. Scientometrics, the…

Digital Libraries · Computer Science 2025-06-03 Yiqiao Jin , Yijia Xiao , Yiyang Wang , Jindong Wang

How to achieve academic career success has been a long-standing research question in social science research. With the growing availability of large-scale well-documented academic profiles and career trajectories, scholarly interest in…

Human-Computer Interaction · Computer Science 2021-08-16 Yifang Wang , Tai-Quan Peng , Huihua Lu , Haoren Wang , Xiao Xie , Huamin Qu , Yingcai Wu

Biomedical researchers face increasing challenges in navigating millions of publications in diverse domains. Traditional search engines typically return articles as ranked text lists, offering little support for global exploration or…

Information Retrieval · Computer Science 2026-01-29 Huan He , Xueqing Peng , Yutong Xie , Qijia Liu , Chia-Hsuan Chang , Lingfei Qian , Brian Ondov , Qiaozhu Mei , Hua Xu

Artificial Intelligence is now recognized as a general-purpose technology with ample impact on human life. This work aims at understanding the evolution of AI and, in particular Machine learning, from the perspective of researchers'…

Artificial Intelligence · Computer Science 2024-01-10 Rafael B. Audibert , Henrique Lemos , Pedro Avelar , Anderson R. Tavares , Luís C. Lamb

Programming instructors often conduct collaborative learning activities, like Peer Instruction, to foster a deeper understanding in students and enhance their engagement with learning. These activities, however, may not always yield…

Human-Computer Interaction · Computer Science 2024-10-08 Xiaohang Tang , Sam Wong , Kevin Pu , Xi Chen , Yalong Yang , Yan Chen

Trust plays a fundamental role in shaping the willingness of users to engage and collaborate with artificial intelligence (AI) systems. Yet, measuring user trust remains challenging due to its complex and dynamic nature. While traditional…

Human-Computer Interaction · Computer Science 2025-03-11 Xin Wang , Stephanie Tulk Jesso , Sadamori Kojaku , David M Neyens , Min Sun Kim

The rapid expansion of research across machine learning, vision, and language has produced a volume of publications that is increasingly difficult to synthesize. Traditional bibliometric tools rely mainly on metadata and offer limited…

Computer Vision and Pattern Recognition · Computer Science 2026-04-16 Zhucun Xue , Jiangning Zhang , Juntao Jiang , Jinzhuo Liu , Haoyang He , Teng Hu , Xiaobin Hu , Yong Liu , Shuicheng Yan

This volume is devoted to the emerging field of Integrated Visual Knowledge Discovery that combines advances in Artificial Intelligence/Machine Learning (AI/ML) and Visualization/Visual Analytics. Chapters included are extended versions of…

Artificial Intelligence · Computer Science 2022-05-05 Boris Kovalerchuk , Răzvan Andonie , Nuno Datia , Kawa Nazemi , Ebad Banissi

Recent advances in large language models (LLMs) have enabled AI agents to autonomously generate scientific proposals, conduct experiments, author papers, and perform peer reviews. Yet this flood of AI-generated research content collides…

Artificial intelligence is undergoing a profound transition from a computational instrument to an autonomous originator of scientific knowledge. This emerging paradigm, the AI scientist, is architected to emulate the complete scientific…

Artificial Intelligence · Computer Science 2026-01-21 Guiyao Tie , Pan Zhou , Lichao Sun

Understanding the evolution of scholarly impact is essential for many real-life decision-making processes in academia, such as research planning, frontier exploration, and award selection. Popular platforms like Google Scholar and Web of…

Digital Libraries · Computer Science 2024-08-20 Ye Sun , Zipeng Liu , Yuankai Luo , Lei Xia , Lei Shi

AI agents -- systems that execute multi-step reasoning workflows with persistent state, tool access, and specialist skills -- represent a qualitative shift from prior automation technologies in social science. Unlike chatbots that respond…

Artificial Intelligence · Computer Science 2026-03-10 Yongjun Zhang

Recent advances in artificial intelligence (AI) have accelerated the growth of both human-authored and AI-generated research outputs, placing increasing strain on traditional academic publishing systems and challenging the scalability of…

Artificial Intelligence · Computer Science 2026-05-21 Junshu Pan , Panzhong Lu , Yixuan Weng , Qiyao Sun , Fang Guo , Zijie Yang , Qiji Zhou , Yue Zhang

Steadily growing amounts of information, such as annually published scientific papers, have become so large that they elude an extensive manual analysis. Hence, to maintain an overview, automated methods for the mapping and visualization of…

Digital Libraries · Computer Science 2022-04-27 Bastian Schäfermeier , Gerd Stumme , Tom Hanika

Empowering blind and low vision (BLV) users to explore visual media improves content comprehension, strengthens user agency, and fulfills diverse information needs. However, most existing tools separate exploration from the main narration,…

Human-Computer Interaction · Computer Science 2025-08-08 Shuchang Xu

Scientific innovation relies on detailed workflows, which include critical steps such as analyzing literature, generating ideas, validating these ideas, interpreting results, and inspiring follow-up research. However, scientific…

Computation and Language · Computer Science 2024-06-11 Xingjian Zhang , Yutong Xie , Jin Huang , Jinge Ma , Zhaoying Pan , Qijia Liu , Ziyang Xiong , Tolga Ergen , Dongsub Shim , Honglak Lee , Qiaozhu Mei

The rapidly growing popularity of adopting Artificial Intelligence (AI), and specifically Large Language Models (LLMs), is having a widespread impact throughout society, including the academic domain. AI-supported research has the potential…

Artificial Intelligence · Computer Science 2025-12-19 Allard Oelen , Sören Auer

We present VizGenie, a self-improving, agentic framework that advances scientific visualization through large language model (LLM) by orchestrating of a collection of domain-specific and dynamically generated modules. Users initially access…

Understanding how interdisciplinary research teams converge on shared knowledge is a persistent challenge. This paper presents a novel, multi-layer, AI-driven analytical framework for mapping research convergence in interdisciplinary teams.…

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