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If an unknown example that is not seen during training appears, most recognition systems usually produce overgeneralized results and determine that the example belongs to one of the known classes. To address this problem,…

计算机视觉与模式识别 · 计算机科学 2021-03-25 Jaeyeon Jang , Chang Ouk Kim

Successful careers are built on Skills (what you know), Occupational Identity (what you believe you can be) and Social Capital (who you know). Higher-ed spends significant resources in addressing the first, sometimes to the exclusion of the…

综合经济学 · 经济学 2024-06-17 A. Balaraman , S. Maokosy , L. Slaton , R. Cardona , P. Maokosy , N. Gaitan

Foundation models have recently expanded into robotics after excelling in computer vision and natural language processing. The models are accessible in two ways: open-source or paid, closed-source options. Users with access to both face a…

机器人学 · 计算机科学 2024-02-14 Po-han Li , Oyku Selin Toprak , Aditya Narayanan , Ufuk Topcu , Sandeep Chinchali

The scarcity of high-quality training data presents a fundamental bottleneck to scaling machine learning models. This challenge is particularly acute in recommendation systems, where extreme sparsity in user interactions leads to rugged…

Open-ended assignments - such as lab reports and semester-long projects - provide data science and statistics students with opportunities for developing communication, critical thinking, and creativity skills. However, providing grades and…

其他统计学 · 统计学 2025-01-15 Federica Zoe Ricci , Catalina Mari Medina , Mine Dogucu

Data and algorithm sharing is an imperative part of data and AI-driven economies. The efficient sharing of data and algorithms relies on the active interplay between users, data providers, and algorithm providers. Although recommender…

信息检索 · 计算机科学 2022-10-27 Peter Müllner , Stefan Schmerda , Dieter Theiler , Stefanie Lindstaedt , Dominik Kowald

Exercise recommendation focuses on personalized exercise selection conditioned on students' learning history, personal interests, and other individualized characteristics. Despite notable progress, most existing methods represent student…

机器学习 · 计算机科学 2026-02-19 Qing Yang , Yuhao Jiang , Rui Wang , Jipeng Guo , Yejiang Wang , Xinghe Cheng , Zezheng Wu , Jiapu Wang , Jingwei Zhang

Frozen models trained to mimic static datasets can never improve their performance. Models that can employ internet-retrieval for up-to-date information and obtain feedback from humans during deployment provide the promise of both adapting…

计算与语言 · 计算机科学 2022-08-17 Jing Xu , Megan Ung , Mojtaba Komeili , Kushal Arora , Y-Lan Boureau , Jason Weston

Various forms of Peer-Learning Environments are increasingly being used in post-secondary education, often to help build repositories of student generated learning objects. However, large classes can result in an extensive repository, which…

计算机与社会 · 计算机科学 2017-04-04 Hassan Khosravi , Kendra Cooper , Kirsty Kitto

Higher education provides a solid theoretical and practical, but mostly technical, background for the aspiring software developer. Research, however, has shown that graduates still fall short of the expectations of industry. These…

软件工程 · 计算机科学 2019-11-05 Wouter Groeneveld , Joost Vennekens , Kris Aerts

With the ever-growing volume of online information, recommender systems have been an effective strategy to overcome such information overload. The utility of recommender systems cannot be overstated, given its widespread adoption in many…

信息检索 · 计算机科学 2019-07-11 Shuai Zhang , Lina Yao , Aixin Sun , Yi Tay

The widespread adoption of Artificial Intelligence (AI) in K-12 education highlights the need for psychometrically-tested measures of teachers' AI literacy. Existing work has primarily relied on either self-report (SR) or objective-based…

计算机与社会 · 计算机科学 2026-01-13 Shan Zhang , Ruiwei Xiao , Anthony F. Botelho , Guanze Liao , Thomas K. F. Chiu , John Stamper , Kenneth R. Koedinger

Accurate career path prediction can support many stakeholders, like job seekers, recruiters, HR, and project managers. However, publicly available data and tools for career path prediction are scarce. In this work, we introduce…

计算与语言 · 计算机科学 2024-12-20 Elena Senger , Yuri Campbell , Rob van der Goot , Barbara Plank

In many economically relevant contexts where machine learning is deployed, multiple platforms obtain data from the same pool of users, each of whom selects the platform that best serves them. Prior work in this setting focuses exclusively…

机器学习 · 计算机科学 2026-03-02 Adhyyan Narang , Sarah Dean , Lillian J Ratliff , Maryam Fazel

The recent developments in Artificial Intelligence (AI) technologies challenge educators and educational institutions to respond with curriculum and resources that prepare students of all ages with the foundational knowledge and skills for…

人工智能 · 计算机科学 2021-08-13 Farhana Faruqe , Ryan Watkins , Larry Medsker

The implementation of teaching interventions in learning needs has received considerable attention, as the provision of the same educational conditions to all students, is pedagogically ineffective. In contrast, more effectively considered…

信息检索 · 计算机科学 2020-10-12 Vasiliki Demertzi , Konstantinos Demertzis

Emerging extended reality (XR) tools and platforms offer an exciting opportunity to align learning experiences in higher education with the futures in which students will pursue their goals. However, the dynamic nature of XR as subject…

计算机与社会 · 计算机科学 2025-07-01 Abigail Greenbaum , Elizabeth Strickler , Victoria Patterson , Bolu Oluleye

When learning a second language (L2), one of the most important but tedious components that often demoralizes students with its ineffectiveness and inefficiency is vocabulary acquisition, or more simply put, memorizing words. In light of…

计算与语言 · 计算机科学 2021-12-30 Jamin Shin , Juneyoung Park

Online education platforms, leveraging the internet to distribute education resources, seek to provide convenient education but often fall short in real-time communication with students. They often struggle to address the diverse obstacles…

人工智能 · 计算机科学 2024-04-29 Qingyao Li , Lingyue Fu , Weiming Zhang , Xianyu Chen , Jingwei Yu , Wei Xia , Weinan Zhang , Ruiming Tang , Yong Yu

In this paper we present the Open Software Services for Classrooms and Research (OSSCAR) platform. OSSCAR provides an open collaborative environment to develop, deploy and access educational resources in the form of web applications. To…

物理教育 · 物理学 2022-10-05 Dou Du , Taylor J. Baird , Sara Bonella , Giovanni Pizzi