2 papers
cs.AI2026
PatientWM: Towards Generalizable Clinical World Models via Unified Patient States
Ziwen Kan, Jie Peng, Bo Yan +5
Clinical decisions depend on anticipating how a patient's condition will evolve as treatment is adjusted and new evidence becomes available. Existing medical world models capture p…
cs.CV2026
AutoAdapt: Reliable Few-Shot Adaptation under Clinical Distribution Shifts
Song Wang, Jie Peng, Davis Hobley +2
Large pretrained clinical models provide a practical way to reuse learned prior knowledge across hospitals by adapting models to them. In practice, a target hospital may only have…