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Language models are increasingly being trained to "reason" before answering users' queries, outputting hundreds or even thousands of tokens worth of deliberation before their final answer. While the main intention of reasoning is to improve…

Multiagent Systems · Computer Science 2026-03-24 Dani Roytburg , Shreya Sridhar , Daphne Ippolito

Users' clicks on Web search results are one of the key signals for evaluating and improving web search quality and have been widely used as part of current state-of-the-art Learning-To-Rank(LTR) models. With a large volume of search logs…

Information Retrieval · Computer Science 2021-05-24 Jianghong Zhou , Sayyed M. Zahiri , Simon Hughes , Khalifeh Al Jadda , Surya Kallumadi , Eugene Agichtein

As AI tools such as ChatGPT enter programming classrooms, students encounter differing rules across courses and instructors, which shape how they use AI and leave them with unequal capabilities for leveraging it. We investigate how students…

Human-Computer Interaction · Computer Science 2026-04-14 Tianyu Shao , Miguel Feijóo-García , Yi Zhang , Hugo Castellanos , Tawfiq Salem , Alejandra Magana , Tianyi Li

Large Language Models (LLMs) with extended reasoning capabilities often generate verbose and redundant reasoning traces, incurring unnecessary computational cost. While existing reinforcement learning approaches address this by optimizing…

Artificial Intelligence · Computer Science 2026-03-19 Chengwei Wei , Jung-jae Kim , Longyin Zhang , Shengkai Chen , Nancy F. Chen

Personalized problem selection enhances student practice in tutoring systems. Prior research has focused on transparent problem selection that supports learner control but rarely engages learners in selecting practice materials. We explored…

Human-Computer Interaction · Computer Science 2024-12-17 Conrad Borchers , Jeroen Ooge , Cindy Peng , Vincent Aleven

Logging is a practice widely adopted in several phases of the software lifecycle. For example, during software development log statements allow engineers to verify and debug the system by exposing fine-grained information of the running…

Software Engineering · Computer Science 2022-01-17 Antonio Mastropaolo , Luca Pascarella , Gabriele Bavota

Project-based learning plays a crucial role in computing education. However, its open-ended nature makes tracking project development and assessing success challenging. We investigate how dialogue and system interaction logs predict project…

Human-Computer Interaction · Computer Science 2025-06-16 Conrad Borchers , Xiaoyi Tian , Kristy Elizabeth Boyer , Maya Israel

A growing number of universities worldwide use various forms of online and blended learning as part of their academic curricula. Furthermore, the recent changes caused by the COVID-19 pandemic have led to a drastic increase in importance…

Machine Learning · Computer Science 2022-09-05 Galina Deeva , Johannes De Smedt , Cecilia Saint-Pierre , Richard Weber , Jochen De Weerdt

Models for student reading performance can empower educators and institutions to proactively identify at-risk students, thereby enabling early and tailored instructional interventions. However, there are no suitable publicly available…

Machine Learning · Computer Science 2024-12-17 Zhongkai Shangguan , Zanming Huang , Eshed Ohn-Bar , Ola Ozernov-Palchik , Derek Kosty , Michael Stoolmiller , Hank Fien

Flow, a state of deep task engagement, is associated with optimal experience and well-being, making its detection a prolific HCI research focus. While physiological sensors show promise for flow detection, most studies are lab-based.…

Human-Computer Interaction · Computer Science 2025-02-03 Michael T. Knierim , Fabio Stano , Fabio Kurz , Antonius Heusch , Max L. Wilson

Graph-structured data, prevalent in domains ranging from social networks to biochemical analysis, serve as the foundation for diverse real-world systems. While graph neural networks demonstrate proficiency in modeling this type of data,…

Machine Learning · Computer Science 2024-06-21 Wei Ju , Siyu Yi , Yifan Wang , Qingqing Long , Junyu Luo , Zhiping Xiao , Ming Zhang

Student motivation is a key research agenda due to the necessity of both postcolonial education reform and youth job-market adaptation in ongoing fourth industrial revolution. Post-communism era teachers are prompted to analyze student…

Computers and Society · Computer Science 2025-02-06 Rossi Kamal

The increasing adoption of web crawling opt-outs by copyright holders of online content raises critical questions about the impact of data compliance on large language model (LLM) performance. However, little is known about how these…

Computation and Language · Computer Science 2025-08-06 Dongyang Fan , Vinko Sabolčec , Matin Ansaripour , Ayush Kumar Tarun , Martin Jaggi , Antoine Bosselut , Imanol Schlag

This study examines the acceptance of technology and behavioral intention to use learning management systems (LMS). In specific, the aim of this research is to examine whether students ultimately accept and use educational learning systems…

Human-Computer Interaction · Computer Science 2018-06-04 Anastasia Revythi , Nikolaos Tselios

While modern deep networks have demonstrated remarkable versatility, their training dynamics remain poorly understood--often driven more by empirical tweaks than architectural insight. This paper investigates how internal structural choices…

Machine Learning · Computer Science 2025-08-26 Saleh Nikooroo , Thomas Engel

Active Learning (AL) is an active domain of research, but is seldom used in the industry despite the pressing needs. This is in part due to a misalignment of objectives, while research strives at getting the best results on selected…

Machine Learning · Computer Science 2021-02-22 Alexandre Abraham , Léo Dreyfus-Schmidt

Event-triggered control is often argued to lower the average triggering rate compared to time-triggered control while still achieving a desired control goal, e.g., the same performance level. However, this property, often called…

Systems and Control · Electrical Eng. & Systems 2026-01-05 David Meister , Duarte J. Antunes , Frank Allgöwer

Flow, an optimal mental state merging action and awareness, significantly impacts our emotion, performance, and well-being. However, capturing its swift fluctuations on a fine timescale is challenging due to the sparsity of the existing…

Human-Computer Interaction · Computer Science 2023-12-29 Bohao Tian , Shijun Zhang , Sirui Chen , Yuru Zhang , Kaiping Peng , Hongxing Zhang , Dangxiao Wang

LLMs promise to democratize technical work in complex domains like programmatic data analysis, but not everyone benefits equally. We study how students with varied experiences use LLMs to complete Python-based data analysis in computational…

Human-Computer Interaction · Computer Science 2026-02-03 Qianou Ma , Kenneth Koedinger , Tongshuang Wu

Recent learning-based methods for event-based optical flow estimation utilize cost volumes for pixel matching but suffer from redundant computations and limited scalability to higher resolutions for flow refinement. In this work, we take…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Daikun Liu , Lei Cheng , Teng Wang , changyin Sun