9 citations · 17 across the 7 of their papers we have counts for
Showing 2025Show all
3 papers · 1 filter
cs.LG2025
SurvBench: A Standardised Preprocessing Pipeline for Multi-Modal Electronic Health Record Survival Analysis
Munib Mesinovic, Tingting Zhu
Deep-learning survival models for electronic health record (EHR) data are hard to compare across papers because the upstream preprocessing step, which includes cohort definition, t…
cs.LG2025
Causal Graph Neural Networks for Healthcare
Munib Mesinovic, Max Buhlan, Tingting Zhu
Healthcare artificial intelligence systems often degrade in performance when deployed across institutions, with documented performance drops and perpetuation of discriminatory patt…
cs.LG2025
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation
Munib Mesinovic, Soheila Molaei, Peter Watkinson +1
Learning from longitudinal electronic health records is limited if it does not capture the temporal trajectories of the patient's state in a clinical setting. Graph models allow us…