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Generative modelling of multi-user datasets has become prominent in science and engineering. Generating a data point for a given user requires employing user information, and conventional generative models, including variational…

Machine Learning · Computer Science 2026-05-19 Kutay Bölat , Simon Tindemans

Generative artificial intelligence (GenAI) can rapidly produce large and diverse volumes of content. This lends to it a quality of creativity which can be empowering in the early stages of design. In seeking to understand how creative ways…

Human-Computer Interaction · Computer Science 2024-03-20 Gionnieve Lim , Simon T. Perrault

Graph recommendation methods, representing a connected interaction perspective, reformulate user-item interactions as graphs to leverage graph structure and topology to recommend and have proved practical effectiveness at scale. Large…

Artificial Intelligence · Computer Science 2025-07-18 Xinyuan Wang , Liang Wu , Liangjie Hong , Hao Liu , Yanjie Fu

Large Language Models (LLMs) are increasingly used for mental health support, yet little is known about how people with mental health challenges engage with them, how they evaluate their usefulness, and what design opportunities they…

Human-Computer Interaction · Computer Science 2026-02-12 Aditya Kumar Purohit , Hendrik Heuer

Music-based reminiscence has the potential to positively impact the psychological well-being of older adults. However, the aging process and physiological changes, such as memory decline and limited verbal communication, may impede the…

Human-Computer Interaction · Computer Science 2024-03-05 Yucheng Jin , Wanling Cai , Li Chen , Yizhe Zhang , Gavin Doherty , Tonglin Jiang

Generative recommendation has emerged as a promising paradigm that formulates the recommendations into a text-to-text generation task, harnessing the vast knowledge of large language models. However, existing studies focus on considering…

Information Retrieval · Computer Science 2025-11-04 Sunkyung Lee , Seongmin Park , Jonghyo Kim , Mincheol Yoon , Jongwuk Lee

The crisis of mental health issues is escalating. Effective counseling serves as a critical lifeline for individuals suffering from conditions like PTSD, stress, etc. Therapists forge a crucial therapeutic bond with clients, steering them…

Computation and Language · Computer Science 2025-01-07 Aseem Srivastava , Gauri Naik , Alison Cerezo , Tanmoy Chakraborty , Md. Shad Akhtar

At its core, information access and seeking is an interactive process. In existing search engines, interactions are limited to a few pre-defined actions, such as "requery", "click on a document", "scrolling up/down", "going to the next…

Information Retrieval · Computer Science 2024-07-17 Mohammad Aliannejadi , Jacek Gwizdka , Hamed Zamani

Layout design, such as user interface or graphical layout in general, is fundamentally an iterative revision process. Through revising a design repeatedly, the designer converges on an ideal layout. In this paper, we investigate how…

Human-Computer Interaction · Computer Science 2024-06-28 Tao Li , Chin-Yi Cheng , Amber Xie , Gang Li , Yang Li

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

Generative design, an AI-assisted technology for optimizing design through algorithmic processes, is propelling advancements across numerous fields. As the use of immersive environments such as Augmented Reality (AR) continues to rise,…

Human-Computer Interaction · Computer Science 2025-03-28 Sora Kang , Kaiwen Yu , Xinyi Zhou , Joonhwan Lee

Current generative AI models like ChatGPT, Claude, and Gemini are widely used for knowledge dissemination, task decomposition, and creative thinking. However, their linear interaction methods often force users to repeatedly compare and copy…

Human-Computer Interaction · Computer Science 2024-10-16 Rui Zhang , Ziyao Zhang , Fengliang Zhu , Jiajie Zhou , Anyi Rao

Psychotherapy, such as cognitive-behavioral therapy (CBT), is effective in treating various mental disorders. Technology-facilitated mental health therapy improves client engagement through methods like digitization or gamification.…

Human-Computer Interaction · Computer Science 2024-10-25 Shixian Geng , Ginshi Shimojima , Chi-Lan Yang , Zefan Sramek , Shunpei Norihama , Ayumi Takano , Simo Hosio , Koji Yatani

Effective emotional support hinges on understanding users' emotions and needs to provide meaningful comfort during multi-turn interactions. Large Language Models (LLMs) show great potential for expressing empathy; however, they often…

Computation and Language · Computer Science 2025-05-23 Jing Ye , Lu Xiang , Yaping Zhang , Chengqing Zong

Human emotions are essentially molded by lived experiences, from which we construct personalised meaning. The engagement in such meaning-making process has been practiced as an intervention in various psychotherapies to promote wellness.…

Human-Computer Interaction · Computer Science 2024-03-06 Qian Wan , Xin Feng , Yining Bei , Zhiqi Gao , Zhicong Lu

Help-seeking is a critical way for students to learn new concepts, acquire new skills, and get unstuck when problem-solving in their computing courses. The recent proliferation of generative AI tools, such as ChatGPT, offers students a new…

Human-Computer Interaction · Computer Science 2024-01-05 Irene Hou , Sophia Metille , Zhuo Li , Owen Man , Cynthia Zastudil , Stephen MacNeil

Serious games and gamification (SGG) have shown to have positive effects on health outcomes of eHealth applications. However, research has shown that a shift towards a personalized approach is needed, considering the diversity of users.…

Human-Computer Interaction · Computer Science 2026-03-31 Stéphanie Carlier , Femke De Backere , Filip De Turck

This paper presents a new measure of emotional perceptiveness called PAGE: Perceiving AI Generated Emotions. The test includes a broad range of emotions, expressed by ethnically diverse faces, spanning a wide range of ages. We created…

Human-Computer Interaction · Computer Science 2024-10-08 Ben Weidmann , Yixian Xu

Effective mental health support is crucial for alleviating psychological distress. While large language model (LLM)-based assistants have shown promise in mental health interventions, existing research often defines "effective" support…

Computation and Language · Computer Science 2025-03-31 Zeyad Alghamdi , Tharindu Kumarage , Garima Agrawal , Mansooreh Karami , Ibrahim Almuteb , Huan Liu