Privacy-Preserving Real-Time Human Activity Recognition Using On-Device Small Language Models
Minhyoung An, Wataru Sasaki, Yuto Shimmyo, Keiichi Yasumoto
Graduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma, Nara, Japan

Multi-Modal Deep Learning for Myocardial Infarction Detection Using ECG Signals and Images
Jahanggir Hossain Setu¹, Syed Tangim Pasha¹, Nabarun Halder¹, Eshtiak Ahmed², Ashraful Islam¹, M Ashraful Amin^1
1Center for Computational & Data Sciences, Independent University, Dhaka, Bangladesh
²Gamification Group, Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland

On Improving PPG-Based Sleep Staging: A Pilot Study
Jiawei Wang¹, Yu Guan², Chen Chen³, Ligang Zhou⁴, Laurence T. Yang⁵, Sai Gu^1
1School of Engineering, University of Warwick, Coventry, United Kingdom
²Department of Computer Science, University of Warwick, Coventry, United Kingdom
³Human Phenome Institute, Fudan University, Shanghai, China
⁴School of Information Science and Technology, Fudan University, Shanghai, China
⁵School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China

NursingLLM: A Retrieval-Augmented Health Chatbot for Supporting Nursing Home Residents
Dong She¹, Junbin Ren², Yueru Sun¹, Wenbo Zhang¹, Yang Gao², Zhanpeng Jin^1
1South China University of Technology, Guangzhou, China
²East China Normal University, Shanghai, China

POCKET-MIND: Personalized LLM-based Journaling to Support Emotional Awareness and Goal Pursuit
HaeJi Yang*, Jin Gyeong Park*, JinKwon Lee*, Hayoung Oh
LAMDA LAB, Sungkyunkwan University, Seoul, Republic of Korea
* These authors contributed equally to this work.

GrowChat: Promoting Remote Informal Communication through Character Creation and Development for Team Well-Being
Yukina Kato¹, Toshihide Saitou², Wataru Akahori², Masakuni Ishii², Ushio Shibusawa², Tatsuo Nakajima^1
1Waseda University, Tokyo, Japan
²NTT, Inc., Yokosuka, Japan

CTG-Insight: A Multi-Agent Interpretable LLM Framework for Cardiotocography Analysis and Classification
Black Sun¹, Die Delia Hu^2
1Department of Computer Science, Aarhus University, Aarhus, Denmark
²Anhui University of Science And Technology, Anhui, China

Persona Drift for Adaptive Flow in Stage-Aware CBT Chatbots
Soyoung Yun¹, Minjoo Kim¹, Yeohyang Kim¹, Hayoung Oh^2
1Sungkyunkwan University, Seoul, Republic of Korea
²SKKU LAMDA LAB, Sungkyunkwan University, Seoul, Republic of Korea

Machine Learning–Driven Forecasting of Glucose Drops in Exercise
Hieu Dai Bui, Pekka Siirtola, Satu Tamminen
University of Oulu, Oulu, Finland

Towards Capturing the Therapeutic Effects of Music in Everyday Life: Building the Beats Dataset
Benjamin Gutierrez Serafin, Tanaya Guha, Fahim Kawsar
School of Computing Science, University of Glasgow, Glasgow, United Kingdom

BioCanvas: Dynamic Health Visualization through Daily AI-Generated Image and Poem
Riko Horikawa, Tatsuo Nakajima
Waseda University, Tokyo, Japan

Behavioral Indicators of Loneliness: Predicting University Students’ Loneliness Scores from Smartphone Sensing Data
Qianjie Wu¹, Tianyi Zhang², Hong Jia³, Simon D'Alfonso^2
1Hong Kong Polytechnic University, Hong Kong, China
²The University of Melbourne, Melbourne, Australia
³The University of Auckland, Auckland, Australia

From RPM to Reaction: Telemetry Signals as Proxies for Driver Mental Load
Dibyanshu Jaiswal¹, Sandip Chakraborty^2
1TCS Research, Tata Consultancy Services Ltd, Kolkata, India
²Computer Science and Engineering, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, India

Context-Aware Intelligent Chatbot Framework Leveraging Mobile Sensing
Zhang ziyan¹, Nan Gao¹, Zhiqiang Nie², Shantanu Pal³, Haining Zhang^1
1Nankai University, Tianjin, China
²Tsinghua University, Beijing, China
³Deakin University, Melbourne, Australia

From Patient Burdens to User Agency: Designing for Real-Time Protection Support in Online Health Consultations
Shuning Zhang¹, Ying Ma², Yongquan 'Owen' Hu³, Ting Dang², Hong Jia⁴, Xin Yi^1,5, Hewu Li^1
1Institute for Network Sciences and Cyberspace, Tsinghua University, Beijing, China
²School of Computing and Information Systems, The University of Melbourne, Melbourne, Australia
³Augmented Human Lab, National University of Singapore, Singapore
⁴School of Computer Science, University of Auckland, Auckland, New Zealand
⁵Zhongguancun Laboratory, Beijing, China