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This dissertation establishes the contexture theory to mathematically characterize the mechanism of representation learning, or pretraining. Despite the remarkable empirical success of foundation models, it is not very clear what…

机器学习 · 计算机科学 2025-04-29 Runtian Zhai

Compared with introductory physics, relatively little is known about the development of expertise in advanced physics courses, especially in the case of quantum mechanics. Here, we describe a framework for understanding the patterns of…

物理教育 · 物理学 2016-02-18 Emily Marshman , Chandralekha Singh

This paper develops a class of potential outcomes models characterized by three main features: (i) Unobserved heterogeneity can be represented by a vector of potential outcomes and a type describing the manner in which an instrument…

计量经济学 · 经济学 2023-10-10 Manu Navjeevan , Rodrigo Pinto , Andres Santos

Program comprehension is a dominant process in software development and maintenance. Experts are considered to comprehend the source code efficiently by directing their gaze, or attention, to important components in it. However, reflecting…

Reinforcement Learning (RL) agents often exhibit learning behaviors that are not intuitively interpretable by human observers, which can result in suboptimal feedback in collaborative teaching settings. Yet, how humans perceive and…

人机交互 · 计算机科学 2025-06-17 Bernhard Hilpert , Muhan Hou , Kim Baraka , Joost Broekens

Program synthesis from incomplete specifications (e.g. input-output examples) has gained popularity and found real-world applications, primarily due to its ease-of-use. Since this technology is often used in an interactive setting,…

编程语言 · 计算机科学 2017-03-13 Vu Le , Daniel Perelman , Oleksandr Polozov , Mohammad Raza , Abhishek Udupa , Sumit Gulwani

Language models (LMs) behave more like humans when their cognitive resources are restricted, particularly in predicting sentence processing costs such as reading times. However, it remains unclear whether such constraints similarly affect…

计算与语言 · 计算机科学 2026-04-30 Rei Emura , Saku Sugawara

Despite the great potential of large language models(LLMs) in machine comprehension, it is still disturbing to fully count on them in real-world scenarios. This is probably because there is no rational explanation for whether the…

计算与语言 · 计算机科学 2025-09-08 Yongjie Xiao , Hongru Liang , Peixin Qin , Yao Zhang , Wenqiang Lei

Open-ended programming increases students' motivation by allowing them to solve authentic problems and connect programming to their own interests. However, such open-ended projects are also challenging, as they often encourage students to…

Continuous experimentation (CE) is used by many companies with internet-facing products to improve their software based on user data. Some companies deliberately adopt an experiment-driven approach to software development while some…

软件工程 · 计算机科学 2022-10-12 Rasmus Ros , Elizabeth Bjarnason , Per Runeson

Children learn word meanings by tapping into the commonalities across different situations in which words are used and overcome the high level of uncertainty involved in early word learning experiences. We propose a modeling framework to…

计算与语言 · 计算机科学 2021-07-28 Aida Nematzadeh , Zahra Shekarchi , Thomas L. Griffiths , Suzanne Stevenson

Affects---emotions and moods---have an impact on cognitive processing activities and the working performance of individuals. It has been established that software development tasks are undertaken through cognitive processing activities.…

软件工程 · 计算机科学 2015-09-18 Daniel Graziotin , Xiaofeng Wang , Pekka Abrahamsson

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

计算机与社会 · 计算机科学 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

Object-Oriented programming is frequently challenging for undergraduate Computer Science students, particularly in understanding abstract concepts such as encapsulation, inheritance, and polymorphism. Although the literature outlines…

软件工程 · 计算机科学 2025-07-24 Andre Menolli , Bruno Strik

In real-world systems, phase transitions often materialize abruptly, making it difficult to design appropriate controls that help uncover underlying processes. Some agent-based computational models display transformations similar to phase…

物理与社会 · 物理学 2018-10-10 S. S. Chanda , B. McKelvey

Resource scheduling and coordination is an NP-hard optimization requiring an efficient allocation of agents to a set of tasks with upper- and lower bound temporal and resource constraints. Due to the large-scale and dynamic nature of…

机器学习 · 计算机科学 2021-12-10 Rohan Paleja , Andrew Silva , Letian Chen , Matthew Gombolay

Context: Developers spend most of their time comprehending source code during software development. Automatically assessing how readable and understandable source code is can provide various benefits in different tasks, such as task…

软件工程 · 计算机科学 2023-08-28 Bin Lin , Gregorio Robles

Understanding collaboration patterns in introductory programming courses is essential, as teamwork is a critical skill in computer science. In professional environments, software development relies on effective teamwork, navigating diverse…

软件工程 · 计算机科学 2024-10-29 Santiago Berrezueta-Guzman , Patrick Bassner , Stefan Wagner , Stephan Krusche

In this work, we investigate how two factors, metacognitive skills and motivation, would impact student learning across domains. More specifically, our primary goal is to identify the critical, yet robust, interaction patterns of these two…

人机交互 · 计算机科学 2023-03-27 Mark Abdelshiheed , Guojing Zhou , Mehak Maniktala , Tiffany Barnes , Min Chi

Are face and object recognition abilities independent? Although it is commonly believed that they are, Gauthier et al.(2014) recently showed that these abilities become more correlated as experience with nonface categories increases. They…

神经元与认知 · 定量生物学 2016-04-28 Panqu Wang , Isabel Gauthier , Garrison Cottrell