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The primary goal of this study is to analyze agentic workflows in education according to the proposed four major technological paradigms: reflection, planning, tool use, and multi-agent collaboration. We critically examine the role of AI…

Generative AI (GenAI) tools are transforming information seeking, but their fluent, authoritative responses risk overreliance and discourage independent verification and reasoning. Rather than replacing the cognitive work of users, GenAI…

人机交互 · 计算机科学 2026-01-19 Markus Bink , Marten Risius , Udo Kruschwitz , David Elsweiler

While rapid advances in large language models (LLMs) are reshaping data-driven intelligent education, accurately simulating students remains an important but challenging bottleneck for scalable educational data collection, evaluation, and…

计算机与社会 · 计算机科学 2025-12-05 Haoxuan Li , Jifan Yu , Xin Cong , Yang Dang , Daniel Zhang-li , Lu Mi , Yisi Zhan , Huiqin Liu , Zhiyuan Liu

In healthcare intelligence, the ability to fuse heterogeneous, multi-intent information from diverse clinical sources is fundamental to building reliable decision-making systems. Large Language Model (LLM)-driven information interaction…

计算与语言 · 计算机科学 2025-07-04 Dingkang Yang , Jinjie Wei , Mingcheng Li , Jiyao Liu , Lihao Liu , Ming Hu , Junjun He , Yakun Ju , Wei Zhou , Yang Liu , Lihua Zhang

Large language models (LLMs) show remarkable potential in scientific hypothesis discovery. However, existing approaches face two critical limitations: they treat divergent exploratory ideation and convergent fine-grained refinement as…

计算与语言 · 计算机科学 2026-05-29 Hongran An , Zonglin Yang

With the increasing integration of large lauguage models (LLMs) in education, there is growing interest in using AI agents to support student learning in creative tasks. This study presents an interactive Mentor Agent system named Mentigo,…

人机交互 · 计算机科学 2024-09-24 Siyu Zha , Yujia Liu , Chengbo Zheng , Jiaqi XU , Fuze Yu , Jiangtao Gong , Yingqing XU

Analog layout design heavily involves interactive processes between humans and design tools. Electronic Design Automation (EDA) tools for this task are usually designed to use scripting commands or visualized buttons for manipulation,…

硬件体系结构 · 计算机科学 2025-01-14 Bingyang Liu , Haoyi Zhang , Xiaohan Gao , Zichen Kong , Xiyuan Tang , Yibo Lin , Runsheng Wang , Ru Huang

Online question-and-answer (Q\&A) systems based on the Large Language Model (LLM) have progressively diverged from recreational to professional use. This paper proposed a Multi-Agent framework with environmentally reinforcement learning…

软件工程 · 计算机科学 2024-09-05 Jiapeng Yu , Yuqian Wu , Yajing Zhan , Wenhao Guo , Zhou Xu , Raymond Lee

Misdiagnosis causes significant harm to healthcare systems worldwide, leading to increased costs and patient risks. MedRAG is a smart multimodal healthcare copilot equipped with powerful large language model (LLM) reasoning, designed to…

人工智能 · 计算机科学 2025-06-04 Xuejiao Zhao , Siyan Liu , Su-Yin Yang , Chunyan Miao

Automating radiology report generation poses a dual challenge: building clinically reliable systems and designing rigorous evaluation protocols. We introduce a multi-agent reinforcement learning framework that serves as both a benchmark and…

人工智能 · 计算机科学 2025-09-23 Ahmed T. Elboardy , Ghada Khoriba , Essam A. Rashed

Advancements in technology, pilot shortages, and cost pressures are driving a trend towards single-pilot and even remote operations in aviation. Considering the extensive workload and huge risks associated with single-pilot operations, the…

人机交互 · 计算机科学 2024-03-26 Fan Li , Shanshan Feng , Yuqi Yan , Ching-Hung Lee , Yew Soon Ong

Despite advancements in Large Language Models (LLMs) and Large Multimodal Models (LMMs), their integration into language-grounded, human-like embodied agents remains incomplete, hindering complex real-life task performance in physical…

计算与语言 · 计算机科学 2024-08-20 Zhili Cheng , Zhitong Wang , Jinyi Hu , Shengding Hu , An Liu , Yuge Tu , Pengkai Li , Lei Shi , Zhiyuan Liu , Maosong Sun

Decades' advances in digital health technologies, such as electronic health records, have largely streamlined routine clinical processes. Yet, most these systems are still hard to learn and use: Clinicians often face the burden of managing…

人工智能 · 计算机科学 2025-09-16 Jared Zhu , Junde Wu

K-12 educators are increasingly using Large Language Models (LLMs) to create instructional materials. These systems excel at producing fluent, coherent content, but often lack support for high-quality teaching. The reason is twofold: first,…

计算机与社会 · 计算机科学 2025-08-26 Jiayi Wang , Ruiwei Xiao , Xinying Hou , John Stamper

This paper examines the transformative role of Large Language Models (LLMs) in education and their potential as learning tools, despite their inherent risks and limitations. The authors propose seven approaches for utilizing AI in…

计算机与社会 · 计算机科学 2023-06-21 Ethan Mollick , Lilach Mollick

Student simulation presents a transformative approach to enhance learning outcomes, advance educational research, and ultimately shape the future of effective pedagogy. We explore the feasibility of using large language models (LLMs), a…

人工智能 · 计算机科学 2023-10-31 Songlin Xu , Xinyu Zhang

While large language models (LLMs) have demonstrated remarkable versatility across a wide range of general tasks, their effectiveness often diminishes in domain-specific applications due to inherent knowledge gaps. Moreover, their…

人工智能 · 计算机科学 2025-11-21 Hanzhi Yan , Qin Lu , Xianqiao Wang , Xiaoming Zhai , Tianming Liu , He Li

Microsoft Copilot suites serve as the universal entry point for various agents skilled in handling important tasks, ranging from assisting a customer with product purchases to detecting vulnerabilities in corporate programming code. Each…

人工智能 · 计算机科学 2025-11-06 Xiaofeng Zhu , Yunshen Zhou

Artificial intelligence has significantly advanced healthcare, particularly through large language models (LLMs) that excel in medical question answering benchmarks. However, their real-world clinical application remains limited due to the…

计算与语言 · 计算机科学 2024-07-01 Zhihao Fan , Jialong Tang , Wei Chen , Siyuan Wang , Zhongyu Wei , Jun Xi , Fei Huang , Jingren Zhou

Medical vision-language pretraining (VLP) models have recently been investigated for their generalization to diverse downstream tasks. However, current medical VLP methods typically force the model to learn simple and complex concepts…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Chenran Zhang , Ruiqi Wu , Tao Zhou , Yi Zhou