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This position paper argues that large language models (LLMs) constitute promising yet underutilized academic reading companions capable of enhancing learning. We detail an exploratory study examining Claude from Anthropic, an LLM-based…

人机交互 · 计算机科学 2024-04-02 Celia Chen , Alex Leitch

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

人工智能 · 计算机科学 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

Participatory approaches to artificial intelligence (AI) and machine learning (ML) are gaining momentum: the increased attention comes partly with the view that participation opens the gateway to an inclusive, equitable, robust, responsible…

A major problem with Active Learning (AL) is high training costs since models are typically retrained from scratch after every query round. We start by demonstrating that standard AL on neural networks with warm starting fails, both to…

机器学习 · 计算机科学 2023-12-14 Arnav Das , Gantavya Bhatt , Megh Bhalerao , Vianne Gao , Rui Yang , Jeff Bilmes

Developing artificial intelligence (AI) tools for healthcare is a collaborative effort, bringing data scientists, clinicians, patients and other disciplines together. In this paper, we explore the collaborative data practices of research…

人机交互 · 计算机科学 2024-01-17 Rafael Henkin , Elizabeth Remfry , Duncan J. Reynolds , Megan Clinch , Michael R. Barnes

The integrative literature review addresses the conceptualization and implementation of AI Literacy (AIL) in Higher Education (HE) by examining recent research literature. Through an analysis of publications (2021-2024), we explore (1) how…

计算机与社会 · 计算机科学 2026-01-16 Veronika Hackl , Alexandra Mueller , Maximilian Sailer

The goal of continual learning is to find a model that solves multiple learning tasks which are presented sequentially to the learner. A key challenge in this setting is that the learner may forget how to solve a previous task when learning…

机器学习 · 计算机科学 2023-06-09 Liangzu Peng , Paris V. Giampouras , René Vidal

As generative AI becomes increasingly integrated into higher education, its frequent errors and hallucinations, often seen as limitations, offer a unique pedagogical opportunity. By framing AI as a ``learning companion'' whose imperfect…

计算机与社会 · 计算机科学 2026-05-08 Hadi Hosseini

Students are increasingly relying on Generative AI (GAI) to support their writing-a key pedagogical practice in education. In GAI-assisted writing, students can delegate core cognitive tasks (e.g., generating ideas and turning them into…

With the rapid development of artificial intelligence (AI) community, education in AI is receiving more and more attentions. There have been many AI related courses in the respects of algorithms and applications, while not many courses in…

人工智能 · 计算机科学 2022-07-26 Jianlei Yang , Xiaopeng Gao , Weisheng Zhao

Interactive Machine Learning (IML) shall enable intelligent systems to interactively learn from their end-users, and is quickly becoming more and more important. Although it puts the human in the loop, interactions are mostly performed via…

人机交互 · 计算机科学 2022-09-08 Sebastian Kiefer , Mareike Hoffmann

Modeling engagement in collaborative learning remains challenging, especially in technology-enhanced environments where surface indicators such as participation frequency can be misleading. This study proposes a lightweight and…

人机交互 · 计算机科学 2026-01-21 Joan Zhong

Existing approaches to active learning maximize the system performance by sampling unlabeled instances for annotation that yield the most efficient training. However, when active learning is integrated with an end-user application, this can…

计算与语言 · 计算机科学 2020-05-13 Ji-Ung Lee , Christian M. Meyer , Iryna Gurevych

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

As artificial intelligence (AI) increasingly shapes decision-making across domains, there is a growing need to support AI literacy among learners beyond computer science. However, many current approaches rely on programming-heavy tools or…

计算机与社会 · 计算机科学 2025-11-10 Aparna Maya Warrier , Arav Agarwal , Jaromir Savelka , Christopher Bogart , Heather Burte

Continual learning (CL) is a learning paradigm that emulates the human capability of learning and accumulating knowledge continually without forgetting the previously learned knowledge and also transferring the learned knowledge to help…

计算与语言 · 计算机科学 2023-05-12 Zixuan Ke , Bing Liu

In human pedagogy, teachers and students can interact adaptively to maximize communication efficiency. The teacher adjusts her teaching method for different students, and the student, after getting familiar with the teacher's instruction…

机器学习 · 计算机科学 2021-10-28 Luyao Yuan , Dongruo Zhou , Junhong Shen , Jingdong Gao , Jeffrey L. Chen , Quanquan Gu , Ying Nian Wu , Song-Chun Zhu

Intelligent systems need to be able to recover from mistakes, resolve uncertainty, and adapt to novel concepts not seen during training. Dialog interaction can enable this by the use of clarifications for correction and resolving…

计算机视觉与模式识别 · 计算机科学 2020-12-15 Aishwarya Padmakumar , Raymond J. Mooney

Curriculum learning (CL) is a training strategy that trains a machine learning model from easier data to harder data, which imitates the meaningful learning order in human curricula. As an easy-to-use plug-in, the CL strategy has…

机器学习 · 计算机科学 2021-03-26 Xin Wang , Yudong Chen , Wenwu Zhu

Assistant AI agents should be capable of rapidly acquiring novel skills and adapting to new user preferences. Traditional frameworks like imitation learning and reinforcement learning do not facilitate this capability because they support…

机器学习 · 计算机科学 2023-10-23 Ruijie Zheng , Khanh Nguyen , Hal Daumé , Furong Huang , Karthik Narasimhan