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With the rapid advancement of Large Language Models (LLMs) and Artificial Intelligence (AI) agents, agentic workflows are showing transformative potential in education. This study introduces the Agentic Workflow for Education (AWE), a…

Computers and Society · Computer Science 2025-09-03 Yuan-Hao Jiang , Yijie Lu , Ling Dai , Jiatong Wang , Ruijia Li , Bo Jiang

Large language models can generate executable code for educational animations, but the resulting renders often exhibit visual defects, including element overlap, misalignment, and broken animation continuity. These defects cannot be…

Artificial Intelligence · Computer Science 2026-05-18 Yuejia Li , Ke He , Junheng Li , Shutong Chen , Jingkang Xia , Zhiyue Su , Junchi Zhang , Mang Ye

Frontier LLMs can navigate complex websites, but their cost and reliance on third-party APIs make local deployment impractical. We introduce Agent-as-Annotators, a framework that structures synthetic trajectory generation for web agents by…

Machine Learning · Computer Science 2026-04-10 Xing Han Lù , Siva Reddy

Agentic Artificial Intelligence (AI) represents a paradigm shift from reactive systems to proactive, autonomous decision making frameworks. Existing AI-based educational systems remain fragmented and lack multi-level integration across…

Multiagent Systems · Computer Science 2026-04-21 Arya Mary K J , Deepthy K Bhaskar , Sinu T S , Binu V P

The rapid advancement of large-scale language models (LLMs) has shown their potential to transform intelligent education systems (IESs) through automated teaching and learning support applications. However, current IESs often rely on…

Computers and Society · Computer Science 2026-01-09 Yuxin Liu , Zeqing Song , Jiong Lou , Chentao Wu , Jie Li

The integration of generative AI in education is expanding, yet empirical analyses of large-scale and real-world interactions between students and AI systems still remain limited. Addressing this gap, we present RECIPE4U (RECIPE for…

Computation and Language · Computer Science 2024-03-14 Jieun Han , Haneul Yoo , Junho Myung , Minsun Kim , Tak Yeon Lee , So-Yeon Ahn , Alice Oh

Educators face significant challenges in creating engaging, personalized assignments that accommodate students' diverse interests and cognitive abilities. Traditional one-size-fits-all assignments frequently lead to decreased student…

Artificial Intelligence · Computer Science 2026-05-08 Zaki Kurdya , Mohammed Zuqlam , Salem Amassi , Shady Telbany , Motaz Saad

A major challenge facing the world is the provision of equitable and universal access to quality education. Recent advances in generative AI (gen AI) have created excitement about the potential of new technologies to offer a personal tutor…

This review examines the role of artificial intelligence (AI) agents in programming education, focusing on how these tools are being integrated into educational practice and their impact on student learning outcomes. An analysis of…

Human-Computer Interaction · Computer Science 2026-01-16 Said Elnaffar , Farzad Rashidi , Abedallah Zaid Abualkishik

Large Language Models (LLMs) have shown remarkable performance across various tasks, yet significant disparities remain for non-English languages, and especially native African languages. This paper addresses these disparities by creating…

Computation and Language · Computer Science 2024-12-18 Tuka Alhanai , Adam Kasumovic , Mohammad Ghassemi , Aven Zitzelberger , Jessica Lundin , Guillaume Chabot-Couture

Multimodality-to-Multiaudio (MM2MA) generation faces significant challenges in synthesizing diverse and contextually aligned audio types (e.g., sound effects, speech, music, and songs) from multimodal inputs (e.g., video, text, images),…

Sound · Computer Science 2025-08-06 Yan Rong , Jinting Wang , Guangzhi Lei , Shan Yang , Li Liu

Sub-Saharan Africa faces persistently high student-teacher ratios and shortages of qualified teachers, limiting students' access to personalized learning support and formative assessment. To address this challenge, we present Adesua, a…

Computation and Language · Computer Science 2026-05-18 George Boateng , Evans Atompoya , Philemon Badu , Samuel John , Samuel Ansah , Patrick Agyeman-Budu , Victor Wumbor-Apin Kumbol

Generative AI (GenAI) has transformed applications in natural language processing and content creation, yet centralized inference remains hindered by high latency, limited customizability, and privacy concerns. Deploying large models (LMs)…

Systems and Control · Electrical Eng. & Systems 2026-02-10 Haiyuan Li , Hari Madhukumar , Shuangyi Yan , Yulei Wu , Dimitra Simeonidou

Innovative enhancement in embedded system platforms, specifically hardware accelerations, significantly influence the application of deep learning in real-world scenarios. These innovations translate human labor efforts into automated…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Hoang Viet Pham , Thinh Gia Tran , Chuong Dinh Le , An Dinh Le , Hien Bich Vo

Automating scientific computing workflows requires more than generating executable code: autonomous systems must also select appropriate computational strategies, implement them faithfully, and ensure that the resulting outcomes remain…

Artificial Intelligence · Computer Science 2026-05-29 Geremy Loachamín-Suntaxi , Robert Lazar , Dimitrios G. Giovanis , Ioannis G. Kevrekidis , Eleni D. Koronaki

Large scale Speech Language Models have enabled voice assistants capable of understanding natural spoken queries and performing complex tasks. However, existing speech benchmarks largely focus on isolated capabilities such as transcription…

Artificial Intelligence · Computer Science 2026-02-16 Dhruv Jain , Harshit Shukla , Gautam Rajeev , Ashish Kulkarni , Chandra Khatri , Shubham Agarwal

The process of creating training data to teach models is currently driven by humans, who manually analyze model weaknesses and plan how to create data that improves a student model. Approaches using LLMs as annotators reduce human effort,…

Computation and Language · Computer Science 2025-03-14 Zaid Khan , Elias Stengel-Eskin , Jaemin Cho , Mohit Bansal

Large Language Models (LLMs) are now integral to numerous industries, increasingly serving as the core reasoning engine for autonomous agents that perform complex tasks through tool-use. While the development of Arabic-native LLMs is…

Artificial Intelligence · Computer Science 2026-01-09 Konstantin Kubrak , Ahmed El-Moselhy , Ammar Alsulami , Remaz Altuwaim , Hassan Ismail Fawaz , Faisal Alsaby

The deployment of intelligent reinforcement learning (RL) agents on resource-constrained edge devices remains a fundamental challenge due to the substantial memory, computational, and energy requirements of modern deep learning systems.…

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

Artificial Intelligence · Computer Science 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević