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The incorporation of physical information in machine learning frameworks is opening and transforming many application domains. Here the learning process is augmented through the induction of fundamental knowledge and governing physical…

Image and Video Processing · Electrical Eng. & Systems 2024-05-14 Chayan Banerjee , Kien Nguyen , Clinton Fookes , George Karniadakis

The Core Data Ontology (CDO) and the Informatics Domain Model represent a transformative approach to computational systems, shifting from traditional node-centric designs to a data-centric paradigm. This paper introduces a framework where…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-14 Paul Knowles , Bart Gajderowicz , Keith Dugas

The development of digital humanities necessitates scholars to adopt more data-intensive methods and engage in multidisciplinary collaborations. Understanding their collaborative data behaviors becomes essential for providing more curated…

Digital Libraries · Computer Science 2025-03-11 Wenqi Li , Zhenyi Tang , Pengyi Zhang , Jun Wang

Current resources for data literacy education, such as visualization galleries and datasets, provide useful examples but lack mechanisms for learners to query, compare, and navigate the visualization design space efficiently. This position…

Human-Computer Interaction · Computer Science 2026-04-16 Huyen N. Nguyen , Nils Gehlenborg

Quantum science and computing represent a vital intersection between science and technology, gaining increasing importance in modern society. There is a pressing need to incorporate these concepts into the K-12 curriculum, equipping new…

Rapid development of Internet and information technologies has gifted us with a new and diverse mode of learning known as e-learning. In the current era, e-learning has made rapid, influential, universal, interactive, vibrant, and economic…

Computers and Society · Computer Science 2016-07-06 Nazia Hameed , Maqbool Uddin Shaikh , Fozia Hameed , Azra Shamim

Integrating computation into physics teaching is a curricular move that, at present, has been predominately studied for its cognitive impacts. However, if this modality of instruction shifts how students engage with physics, we argue there…

Physics Education · Physics 2026-01-16 Sarah McHale , Tor Ole B. Odden , Ken Heller

Process models depict crucial artifacts for organizations regarding documentation, communication, and collaboration. The proper comprehension of such models is essential for an effective application. An important aspect in process model…

Human-Computer Interaction · Computer Science 2021-12-01 Michael Winter , Heiko Neumann , Rüdiger Pryss , Thomas Probst , Manfred Reichert

Over the past decade, deep neural networks have demonstrated significant success using the training scheme that involves mini-batch stochastic gradient descent on extensive datasets. Expanding upon this accomplishment, there has been a…

Machine Learning · Computer Science 2024-11-11 Jaehyeon Son , Soochan Lee , Gunhee Kim

Intelligent tutors have proven to be effective in K-12 education, though their impact on adult learners -- especially as a supplementary resource -- remains underexplored. Understanding how adults voluntarily engage with educational…

Human-Computer Interaction · Computer Science 2025-02-25 Adit Gupta , Christopher MacLellan

Knowledge representation has gained in relevance as data from the ubiquitous digitization of behaviors amass and academia and industry seek methods to understand and reason about the information they encode. Success in this pursuit has…

Computers and Society · Computer Science 2018-11-21 Zachary A. Pardos , Andrew Joo Hun Nam

In programming education, fostering self-regulated learning (SRL) skills is essential for both students and teachers. This paper introduces TrackThinkDashboard, an application designed to visualize the learning workflow by integrating web…

Human-Computer Interaction · Computer Science 2025-03-26 Ko Watanabe , Yuki Matsuda , Yugo Nakamura , Yutaka Arakawa , Shoya Ishimaru

Computer-supported collaborative learning (CSCL) has been a steady topic of research since the early 1990s, and the trend has continued to this date. The basic benefits of CSCL in the classroom have been established in many fields of…

Software Engineering · Computer Science 2019-06-27 Antti Knutas , Jouni Ikonen , Jari Porras

The twenty-first century is a data-driven era where human activities and behavior, physical phenomena, scientific discoveries, technology advancements, and almost everything that happens in the world resulting in massive generation,…

Artificial Intelligence · Computer Science 2025-02-10 Simon Zhang

Despite AI tools becoming more prevalent and applicable to a variety of workplaces, workers consistently report uncertainty about where AI applies, what problems it can help solve, and how it fits into real workflows. In other words, there…

Human-Computer Interaction · Computer Science 2026-04-01 Aakanksha Khandwaha , Edith Law

AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and reasoning through data and domain problem. Yet, AI's default assistant mode with its comprehensive and one-off responses may…

Human-Computer Interaction · Computer Science 2026-04-06 Yongsu Ahn , Nam Wook Kim , Benjamin Bach

Circuit discovery aims to explain how language models (LMs) implement a specific task by localizing and interpreting a circuit, a computational subgraph responsible for the LM's behavior. Existing circuit discovery methods are…

Artificial Intelligence · Computer Science 2026-05-12 Daking Rai , Mor Geva , Ziyu Yao

Education is a goal-oriented field. But if we want to treat education scientifically so we can accumulate, evaluate, and refine what we learn, then we must develop a theoretical framework that is strongly rooted in objective observations…

Physics Education · Physics 2007-05-23 Edward F. Redish

Artificial intelligence (AI), which enables machines to learn to perform a task by training on diverse datasets, is one of the most revolutionary developments in scientific history. Although AI and especially deep learning is relatively…

Computers and Society · Computer Science 2024-02-27 Nathan Wang , Paul Tonko , Nikil Ragav , Michael Chungyoun , Jonathan Plucker