Fuying Wang

Fuying Wang

Email: fuyingw AT connect DOT hku DOT hk

My research interest mainly lies in the AI for healthcare. Especially, I am interested in developing self-supervised learning and multimodal learning approaches for medical applications.

I am currently a visiting Ph.D. student at the MIMI Lab, Stanford University, supervised by Prof. Akshay Chaudhari, focusing on self-supervised learning for multimodal medical data analysis. Previously, I was a research intern at the Biomedical Imaging team at Microsoft Research, supervised by Shruthi Bannur. I am pursuing my Ph.D. at the Medical AI Lab, The University of Hong Kong, under the supervision of Prof. Lequan Yu. I received my B.Eng. from the Department of Electronic Engineering, Tsinghua University.

I am happy for collaboration on AI for healthcare research! Please ping me if you are interested.

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Scaling Chest X-ray Foundation Models from Mixed Supervisions for Dense Prediction
Fuying Wang, Lequan Yu,
TMI 2025,
[paper] [code]

From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining
Fuying Wang*, Jiacheng Xu*, Lequan Yu,
ICML 2025,
[paper] [code]


CM$^2$: Cross-Modal Alignment via Variational Copula Modelling
Feng Wu*, Tsai Hor Chan*, Fuying Wang, Guosheng Yin, Lequan Yu,
ICML 2025,
[paper] [code]

CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis
Fuying Wang*, Feng Wu*, Yihan Tang, Lequan Yu,
ACL 2025 Findings,
[paper] [code]

TAD-Graph: Enhancing Whole Slide Image Analysis via Task-Aware Subgraph Disentanglement
Fuying Wang, Jiayi Xin, Weiqin Zhao, Yuming Jiang, Maximus Yeung, Liansheng Wang, Lequan Yu,
TMI 2025,
[paper] [code]

HERGen: Elevating Radiology Report Generation with Longitudinal Data
Fuying Wang, Shenghui Du, Lequan Yu,
ECCV 2024,
[paper] [code]

Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning
Fuying Wang, Yuyin Zhou, Shujun Wang, Varut Vardhanabhuti, Lequan Yu,
NeurIPS 2022,
[paper] [code]

Conference Reviewer: ICML, ICLR, NeurIPS, CVPR, ICCV, AAAI, MICCAI, WACV

Journal Reviewer: TPAMI, TMI, JBHI, CMIG


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