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Employee well-being is a critical concern in the contemporary workplace, as highlighted by the American Psychological Association's 2021 report, indicating that 71% of employees experience stress or tension. This stress contributes…

Computation and Language · Computer Science 2024-02-05 David W. Vinson , Mihael Arcan , David-Paul Niland , Fionn Delahunty

Artificial intelligence (AI)-enabled digital interventions, including Generative AI (GenAI) and Human-Centered AI (HCAI), are increasingly used to expand access to digital psychiatry and mental health care. This PRISMA-ScR scoping review…

Computers and Society · Computer Science 2026-03-18 Yang Ni , Fanli Jia

Mindfulness meditation has seen increasing applications in diverse domains as an effective practice to improve mental health. However, the standardized frameworks adopted by most applications often fail to cater to users with various…

Human-Computer Interaction · Computer Science 2025-10-15 Yuyang Jiang , Binzhu Xie , Lina Xu , Xiaokang Lei , Shi Qiu , Luwen Yu , Pan Hui

Job interviews play a critical role in shaping one's career, yet practicing interview skills can be challenging, especially without access to human coaches or peers for feedback. Recent advancements in large language models (LLMs) present…

Human-Computer Interaction · Computer Science 2024-11-05 Taufiq Daryanto , Xiaohan Ding , Lance T. Wilhelm , Sophia Stil , Kirk McInnis Knutsen , Eugenia H. Rho

The advent of Large Language Models (LLMs) offers potential solutions to address problems such as shortage of medical resources and low diagnostic consistency in psychiatric clinical practice. Despite this potential, a robust and…

Computation and Language · Computer Science 2025-06-19 Shuyu Liu , Ruoxi Wang , Ling Zhang , Xuequan Zhu , Rui Yang , Xinzhu Zhou , Fei Wu , Zhi Yang , Cheng Jin , Gang Wang

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

Artificial Intelligence · Computer Science 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remains largely overlooked. In this work, we introduce…

With the rapid advancement of large language models (LLMs), intelligent conversational assistants have demonstrated remarkable capabilities across various domains. However, they still mainly rely on explicit textual input and do not know…

Human-Computer Interaction · Computer Science 2025-12-29 Ziyan Zhang , Nan Gao , Zhiqiang Nie , Shantanu Pal , Haining Zhang

Large language models (LLMs) offer novel opportunities to support health behavior change, yet existing work has narrowly focused on text-only interactions. Building on decades of HCI research on effective behavior change interactions, we…

The global mental health crisis is a pressing concern, with college students particularly vulnerable to rising mental health disorders. The widespread use of smartphones among young adults, while offering numerous benefits, has also been…

Computers and Society · Computer Science 2025-05-30 Wei Xuan , Meghna Roy Chowdhury , Yi Ding , Yixue Zhao

Large language models (LLMs) are transforming research on machine learning while galvanizing public debates. Understanding not only when these models work well and succeed but also why they fail and misbehave is of great societal relevance.…

Computation and Language · Computer Science 2024-10-16 Julian Coda-Forno , Kristin Witte , Akshay K. Jagadish , Marcel Binz , Zeynep Akata , Eric Schulz

This study examined how behavioral, emotional, and contextual factors influence Filipino students' willingness to use artificial intelligence (AI) for mental health support. Results showed that habit had the strongest effect on willingness,…

Human-Computer Interaction · Computer Science 2026-03-31 John Paul P. Miranda , Rhiziel P. Manalese , Ivan G. Liwanag , Rodel T. Alimurong , Alvin B. Roque

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

Artificial Intelligence · Computer Science 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

Mental health disorders remain among the leading cause of disability worldwide, yet conditions such as depression, anxiety, and Post-Traumatic Stress Disorder (PTSD) are frequently underdiagnosed or misdiagnosed due to subjective…

Computation and Language · Computer Science 2025-10-17 Jianfeng Zhu , Julina Maharjan , Xinyu Li , Karin G. Coifman , Ruoming Jin

Large Language Models (LLMs) face fundamental limitations in context management despite recent advances extending context windows to millions of tokens. We propose Cognitive Workspace, a novel paradigm that transcends traditional…

Artificial Intelligence · Computer Science 2025-08-20 Tao An

The growing integration of artificial intelligence (AI) into human cognition raises a fundamental question: does AI merely improve efficiency, or does it alter how we think? This study experimentally tested whether short-term exposure to…

In the rapidly evolving landscape of AI-mediated communication (AIMC), tools powered by Large Language Models (LLMs) are becoming integral to interpersonal communication. Employing a mixed-methods approach, we conducted a one-week diary and…

Human-Computer Interaction · Computer Science 2024-03-12 Yue Fu , Sami Foell , Xuhai Xu , Alexis Hiniker

Despite the global mental health crisis, access to screenings, professionals, and treatments remains high. In collaboration with licensed psychotherapists, we propose a Conversational AI Therapist with psychotherapeutic Interventions…

Computation and Language · Computer Science 2024-03-19 Jingping Nie , Hanya Shao , Yuang Fan , Qijia Shao , Haoxuan You , Matthias Preindl , Xiaofan Jiang

Mental health issues are worsening in today's competitive society, such as depression and anxiety. Traditional healings like counseling and chatbots fail to engage effectively, they often provide generic responses lacking emotional depth.…

Computation and Language · Computer Science 2025-09-12 Yujia Chen , Changsong Li , Yiming Wang , Tianjie Ju , Qingqing Xiao , Nan Zhang , Zifan Kong , Peng Wang , Binyu Yan

As AI tools become increasingly embedded in cognitively demanding tasks such as note-taking, questions remain about whether they enhance or undermine cognitive engagement. This paper examines the "AI Assistance Dilemma" in note-taking,…

Human-Computer Interaction · Computer Science 2025-09-04 Xinyue Chen , Kunlin Ruan , Kexin Phyllis Ju , Nathan Yap , Xu Wang