26-30 July 2026

EMBC 2026

Toronto, Canada
We.3.10: Temporal EHR Modeling & Clinical Risk Stratification
Wednesday, 29 July, 14:30 - 16:00
Location: Room 701B
Session Type: Oral
Session Co-Chairs: Renjie Hu and Ioannis Bilionis
Theme 9: Biomedical & Health Informatics
Wed, 29 Jul, 14:30 - 14:45

We.3.10.1: BEYOND IMPUTATION: FREQUENCY-AWARE EXPLAINABLE RISK PREDICTION FOR MULTIVARIATE CLINICAL TIME SERIES
Julien Coudray, Sophie Blein, Maxime Bodinier, Fei Zheng, bioMerieux S.A.
Wed, 29 Jul, 14:45 - 15:00

We.3.10.2: GraD-IBD: Graph Representation Learning from Diagnosis Trajectories for Early Detection of Inflammatory Bowel Disease
Leo Li-Han, Ellen Larson, Elizabeth Habermann, Cornelius Thiels, Hojjat Salehinejad, Mayo Clinic
Wed, 29 Jul, 15:00 - 15:15

We.3.10.3: Learning temporal embeddings from electronic health records of chronic kidney disease patients
Aditya Kumar, Mario A. Cypko, Oliver Amft, Hahn-Schickard
Wed, 29 Jul, 15:15 - 15:30

We.3.10.4: MFT-GRU: Multi-Stream Feature-Level Time-Aware GRU for Irregularly Sampled EHR Data
Bing Lin, Charkkri Limbud, National Yang Ming Chiao Tung University; Kuan-Fu Chen, Chang Gung Memorial Hospital; Yi-Ju Tseng, National Yang Ming Chiao Tung University
Wed, 29 Jul, 15:30 - 15:45

We.3.10.5: Disentangling Shared and Task-Specific Representations from Multi-Modal Clinical Data
He Lyu, Huolin Zeng, Junren Wang, Huazhen Yang, West China Hospital, Sichuan University; Linchao He, Sichuan University; Yong Chen, West China Hospital, Sichuan University; Zhirui Li, Sichuan University; Andreas Maier, Siming Bayer, Friedrich-Alexander-Universität Erlangen-Nürnberg; Huan Song, West China Hospital, Sichuan University
Wed, 29 Jul, 15:45 - 16:00

We.3.10.6: LEXIQ-TS: LEXICALIZED QUANTIZATION AND TEMPORAL SERIALIZATION FOR MODELING IRREGULAR EHR DATA
Charkkri Limbud, Pi-Ju Tsai, National Yang Ming Chiao Tung University; Kuan-Fu Chen, Chang Gung Memorial Hospital; Yi-Ju Tseng, National Yang Ming Chiao Tung University