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This paper presents a framework for integrating LLM into collaborative learning platforms to enhance student engagement, critical thinking, and inclusivity. The framework employs advanced LLMs as dynamic moderators to facilitate real-time…

人工智能 · 计算机科学 2026-01-30 Hassam Tahir , Faizan Faisal , Fady Alnajjar , Muhammad Imran Taj , Lucia Gordon , Aila Khan , Michael Lwin , Omar Mubin

MindCraft is a modern platform designed to revolutionize education in rural India by leveraging Artificial Intelligence (AI) to create personalized learning experiences, provide mentorship, and foster resource-sharing. In a country where…

计算机与社会 · 计算机科学 2025-02-11 Arihant Bardia , Aayush Agrawal

Large language models (LLMs) are revolutionizing the field of education by enabling personalized learning experiences tailored to individual student needs. In this paper, we introduce a framework for Adaptive Learning Systems that leverages…

计算机与社会 · 计算机科学 2025-07-28 Yongjie Li , Ruilin Nong , Jianan Liu , Lucas Evans

Evaluating the quality of explanations in Explainable Artificial Intelligence (XAI) is to this day a challenging problem, with ongoing debate in the research community. While some advocate for establishing standardized offline metrics,…

人机交互 · 计算机科学 2024-09-27 Teodor Chiaburu , Frank Haußer , Felix Bießmann

The recent surge in generative AI technologies, such as large language models and diffusion models, has boosted the development of AI applications in various domains, including science, finance, and education. Concurrently, adaptive…

计算机与社会 · 计算机科学 2024-07-02 Hang Li , Tianlong Xu , Chaoli Zhang , Eason Chen , Jing Liang , Xing Fan , Haoyang Li , Jiliang Tang , Qingsong Wen

Decision-making in complex, continuous multi-task environments is often hindered by the difficulty of obtaining accurate models for planning and the inefficiency of learning purely from trial and error. While precise environment dynamics…

机器学习 · 计算机科学 2025-03-20 Jeff Jewett , Sandhya Saisubramanian

In-context learning, i.e., learning from context examples, is an impressive ability of Transformer. Training Transformers to possess this in-context learning skill is computationally intensive due to the occurrence of learning plateaus,…

机器学习 · 计算机科学 2024-06-07 Jingwen Fu , Tao Yang , Yuwang Wang , Yan Lu , Nanning Zheng

To cope with real-world dynamics, an intelligent system needs to incrementally acquire, update, accumulate, and exploit knowledge throughout its lifetime. This ability, known as continual learning, provides a foundation for AI systems to…

机器学习 · 计算机科学 2024-02-07 Liyuan Wang , Xingxing Zhang , Hang Su , Jun Zhu

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

人机交互 · 计算机科学 2025-09-10 Bo Yuan , Jiazi Hu

In this position paper, we advocate for the idea that courses and exams in the AI era have to be designed based on two factors: (1) the strengths and limitations of AI, and (2) the pedagogical educational objectives. Based on insights from…

计算机与社会 · 计算机科学 2023-08-07 Ahmad Samer Wazan , Imran Taj , Abdulhadi Shoufan , Romain Laborde , Rémi Venant

Transformer models exhibit remarkable in-context learning (ICL), adapting to novel tasks from examples within their context, yet the underlying mechanisms remain largely mysterious. Here, we provide an exact analytical characterization of…

机器学习 · 计算机科学 2025-11-25 Nischal Mainali , Lucas Teixeira

Current conversational AI systems aim to understand a set of pre-designed requests and execute related actions, which limits them to evolve naturally and adapt based on human interactions. Motivated by how children learn their first…

Immersive learning environments such as virtual classrooms in Virtual Reality (VR) offer learners unique learning experiences, yet providing effective learner support remains a challenge. While prior HCI research has explored in-lecture…

人机交互 · 计算机科学 2026-03-06 Shi Liu , Martin Feick , Linus Bierhoff , Alexander Maedche

Driven by the increasing demand for applications in augmented and virtual reality, egocentric action recognition has emerged as a prominent research area. It is typically divided into two subtasks: recognizing the performed behavior (i.e.,…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Huaihai Lyu , Chaofan Chen , Yuheng Ji , Changsheng Xu

The Personality and emotions are effective parameters in learning process. Thus, virtual learning environments should pay attention to these parameters. In this paper, a new e-learning model is designed and implemented according to these…

计算机与社会 · 计算机科学 2010-04-13 Somayeh Fatahi , Nasser Ghasem-Aghaee

Artificial intelligence (AI) retrieval-augmented generation (RAG) tools now enable educators to transform course materials into diverse multimedia at scale. However, it remains unclear whether such AI-generated content functions as a…

计算机与社会 · 计算机科学 2026-05-19 David James Woo , Deliang Wang , Kai Guo

Quick interaction between a human teacher and a learning machine presents numerous benefits and challenges when working with web-scale data. The human teacher guides the machine towards accomplishing the task of interest. The learning…

Imitation learning enables robots to acquire complex manipulation skills from human demonstrations, but current methods rely solely on low-level sensorimotor data while ignoring the rich semantic knowledge humans naturally possess about…

机器学习 · 计算机科学 2026-01-27 Jakob Karalus , Friedhelm Schwenker

The rise of AI, especially Large Language Models, presents challenges and opportunities to integrate such technology into the classroom. AI has the potential to revolutionize education by helping teaching staff with various tasks, such as…

人机交互 · 计算机科学 2025-07-01 Jarne Thys , Sebe Vanbrabant , Davy Vanacken , Gustavo Rovelo Ruiz

Learning to perform activities through demonstration requires extracting meaningful information about the environment from observations. In this research, we investigate the challenge of planning high-level goal-oriented actions in a…

机器学习 · 计算机科学 2025-07-08 Jing Bi , Chenliang Xu
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