2 papers
cs.LG2026
Federated generative event models for tokenized electronic health records
Michael C. Burkhart, Luke Solo, Inhyeok Lee +8
Electronic health record foundation models are limited by institutionally siloed data and substantial performance degradation under cross-site transfer. We evaluated federated trai…
cs.LG2025
Foundation models for electronic health records: representation dynamics and transferability
Michael C. Burkhart, Bashar Ramadan, Zewei Liao +4
Foundation models (FMs) trained on electronic health records (EHRs) have shown strong performance on a range of clinical prediction tasks. However, adapting these models to local h…