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.LG2026
Representation Before Training: A Practical Benchmark for Generative Medical Event Model Tokenization
Inhyeok Lee, Luke Solo, Michael C. Burkhart +5
Generative medical event models use tokenized sequences of patient timelines as input, but practical guidance on the many decisions around tokenization is limited. We benchmark qua…