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As generative AI tools become integrated into design workflows, students increasingly engage with these tools not just as aids, but as collaborators. This study analyzes reflections from 33 student teams in an HCI design course to examine…

Human-Computer Interaction · Computer Science 2025-05-15 Suchismita Naik , Prakash Shukla , Ike Obi , Jessica Backus , Nancy Rasche , Paul Parsons

This paper explores the use of scenario-based visualisation examples as a pedagogical strategy for teaching students the complexities of data insight, representation, and interpretation. Teaching data visualisation often involves explaining…

Human-Computer Interaction · Computer Science 2025-08-13 Jonathan C. Roberts , Peter Butcher , Panagiotis D. Ritsos

Inspired by advances in LLMs, reasoning-enhanced sequential recommendation performs multi-step deliberation before making final predictions, unlocking greater potential for capturing user preferences. However, current methods are…

Information Retrieval · Computer Science 2025-12-17 Yifan Shao , Peilin Zhou , Shoujin Wang , Weizhi Zhang , Xu Cai , Sunghun Kim

Online comments significantly influence users' judgments, yet their presentation, often determined by platform algorithms, can introduce biases, such as anchoring effects, which distort reasoning. While existing research emphasizes…

Human-Computer Interaction · Computer Science 2026-01-28 Yang Ouyang , Shenghan Gao , Ruichuan Wang , Hailiang Zhu , Yuheng Shao , Xiaoyu Gu , Quan Li

Scenario-based approaches have been receiving a huge amount of attention in research and engineering of automated driving systems. Due to the complexity and uncertainty of the driving environment, and the complexity of the driving task…

Continual semantic segmentation (CSS) is a cornerstone task in computer vision that enables a large number of downstream applications, but faces the catastrophic forgetting challenge. In conventional class-incremental semantic segmentation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Yuquan Lu , Yifu Guo , Zishan Xu , Siyu Zhang , Yu Huo , Siyue Chen , Siyan Wu , Chenghua Zhu , Ruixuan Wang

Appropriate evaluation and experimental design are fundamental for empirical sciences, particularly in data-driven fields. Due to the successes in computational modeling of languages, for instance, research outcomes are having an…

Human-Computer Interaction · Computer Science 2022-12-21 Kostiantyn Kucher , Nicole Sultanum , Angel Daza , Vasiliki Simaki , Maria Skeppstedt , Barbara Plank , Jean-Daniel Fekete , Narges Mahyar

The ability of large vision-language models (LVLMs) to critique and correct their reasoning is an essential building block towards their self-improvement. However, a systematic analysis of such capabilities in LVLMs is still lacking. We…

Computer Vision and Pattern Recognition · Computer Science 2025-03-19 Xueqing Wu , Yuheng Ding , Bingxuan Li , Pan Lu , Da Yin , Kai-Wei Chang , Nanyun Peng

Software architectural changes involve more than one module or component and are complex to analyze compared to local code changes. Development teams aiming to review architectural aspects (design) of a change commit consider many essential…

Software Engineering · Computer Science 2021-09-03 Amit Kumar Mondal , Chanchal K. Roy , Kevin A. Schneider , Banani Roy , Sristy Sumana Nath

Composite visualization is a popular design strategy that represents complex datasets by integrating multiple visualizations in a meaningful and aesthetic layout, such as juxtaposition, overlay, and nesting. With this strategy, numerous…

Human-Computer Interaction · Computer Science 2022-11-04 Dazhen Deng , Weiwei Cui , Xiyu Meng , Mengye Xu , Yu Liao , Haidong Zhang , Yingcai Wu

Drawing on the Data and Predictions strand of the Indicazioni Nazionali per il curricolo 2012, this study proposes a problem based instructional approach to the teaching of probability. More specifically, the study adopts a design based…

History and Overview · Mathematics 2026-04-24 Luigia Caputo , Aniello Buonocore

Today, there is a plethora of software security tools employing visualizations that enable the creation of useful and effective interactive security analyst dashboards. Such dashboards can assist the analyst to understand the data at hand…

Human-Computer Interaction · Computer Science 2020-10-16 Georgios Bakirtzis , Brandon J. Simon , Cody H. Fleming , Carl R. Elks

Recent studies reveal that experienced data practitioners often draw sketches to facilitate communication around privacy design concepts. However, there is limited understanding of how we can help novice students develop such communication…

Human-Computer Interaction · Computer Science 2025-10-13 Jinhe Wen , Yingxi Zhao , Wenqian Xu , Yaxing Yao , Haojian Jin

Three-dimensional scene generation holds significant potential in gaming, film, and virtual reality. However, most existing methods adopt a single-step generation process, making it difficult to balance scene complexity with minimal user…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Jiacheng Hong , Kunzhen Wu , Mingrui Yu , Yichao Gu , Shengze Xue , Shuangjiu Xiao , Deli Dong

System-level design, once the province of board designers, has now become a central concern for chip designers. Because chip design is a less forgiving design medium -- design cycles are longer and mistakes are harder to correct --…

Hardware Architecture · Computer Science 2025-07-15 Shuvra S. Bhattacharyya , Marilyn Wolf

Sketching is a natural and effective visual communication medium commonly used in creative processes. Recent developments in deep-learning models drastically improved machines' ability in understanding and generating visual content. An…

Human-Computer Interaction · Computer Science 2021-11-22 Forrest Huang , Eldon Schoop , David Ha , Jeffrey Nichols , John Canny

Data visualization is becoming an increasingly popular field of design practice. Although many studies have highlighted the knowledge required for effective data visualization design, their focus has largely been on formal knowledge and…

Human-Computer Interaction · Computer Science 2020-09-08 Paul Parsons , Colin M. Gray , Ali Baigelenov , Ian Carr

Applied visualization researchers often work closely with domain collaborators to explore new and useful applications of visualization. The early stages of collaborations are typically time consuming for all stakeholders as researchers…

Human-Computer Interaction · Computer Science 2018-11-13 Ethan Kerzner , Sarah Goodwin , Jason Dykes , Sara Jones , Miriah Meyer

Recommender systems exploit interaction history to estimate user preference, having been heavily used in a wide range of industry applications. However, static recommendation models are difficult to answer two important questions well due…

Information Retrieval · Computer Science 2021-09-27 Chongming Gao , Wenqiang Lei , Xiangnan He , Maarten de Rijke , Tat-Seng Chua

The amount of visual communication we are facing is rapidly increasing, and skills to process, understand, and generate visual representations are in high demand. Especially students focusing on computer graphics and visualization can…

Human-Computer Interaction · Computer Science 2019-07-11 Andrey Krekhov , Michael Michalski , Jens Krüger