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 Fixed-Budget Benchmark for Generative Medical Event Models
Inhyeok Lee, Luke Solo, Michael C. Burkhart +3
Every prediction from a generative medical event model is bounded by how clinical events are tokenized, yet input representation is rarely isolated from other system and architectu…