Jiahe (Grace) Liu

Jiahe (Grace) Liu

I am a second-year PhD candidate at the Faculty of Information Technology, Monash University, supervised by A/Prof Zongyuan Ge, A/Prof Levin Kuhlmann, and Dr Duong Nhu.

My research focuses on multimodal AI systems for clinical decision support in neurology and mental health, bringing together signals from imaging, text, and physiological data to build tools that support clinicians in real-world diagnostic and care settings.

Previously, I completed my Bachelor of Science (Data Science) and Master of Data Science at the University of Melbourne, where I was advised by A/Prof Mike Conway.

Multimodal AI Clinical Decision Support Neurology Mental Health Medical Imaging

News

Publications

A full list is available on Google Scholar.

2026
Skin2Mind
Skin2Mind: A Multimodal Framework for Mental Health Risk Screening via Facial Images and Structured Skin Reports *
Jiahe Liu, Duong Nhu, Xiangyu Zhao, Yiwen Jiang, Siyuan Yan, Xiangyi Xue, Yaling Shen, Guilherme Camargo de Oliveira, Stephanie Fong, Qingyang Xu, Zimu Wang, Fudi Wang, Xiaoqing Zhang, Dominic Dwyer, Levin Kuhlmann, Zongyuan Ge
MICCAI 2026 (provisionally accepted)
2025
Explainable ML for Internet Addiction
Explainable machine learning prediction of internet addiction among Chinese primary and middle school children and adolescents: a longitudinal study based on positive youth development data (2019–2022) *
Jiahe Liu, Lang Chen, Yuxin Chen, Jingsong Luo, Kexin Yu, Linlin Fan, Chan Yong, Huiyu He, Simei Liao, Zongyuan Ge, Lihua Jiang
Frontiers in Public Health, Vol. 13, 2025
Equal contribution
2024
Breaking the Silence: Lung Cancer Forums
Breaking the Silence: How Online Forums Address Lung Cancer Stigma and Offer Support *
Jiahe Liu, Mike Conway, Daniel Cabrera Lozoya
Proceedings of the 22nd Australasian Language Technology Association Workshop (ALTA), 2024

Experience

Clinical Research Observership
West China Hospital (Outpatient Dept.) · West China Fourth Hospital (Sleep Medicine Center) · Sichuan University · supervised by Prof. Xiaoqing Zhang
Dec 2025 – Feb 2026
Research Intern
Walter and Eliza Hall Institute of Medical Research (WEHI) · supervised by Dr Rowland Mosbergen
Nov 2023 – Feb 2024
Campus Ambassador
BOE Technology Group Co., Ltd. · Human Resources Department
Jan 2021 – Dec 2023
Business Intern
CITIC Securities (CITICS) · Brokerage Department
Dec 2022 – Feb 2023

Academic Service

Conference Reviewer
MICCAI — Medical Image Computing and Computer Assisted Intervention
2026

Contact

Feel free to reach out at grace.liu@monash.edu. I'm always happy to chat about research, collaboration, or anything in between.

Faculty of Information Technology
Monash University, Clayton Campus, VIC 3168, Australia