2 papers
cs.AI2026
Do Clinical Models Change Treatment Decisions?
Dongkyu Cho, Miao Zhang, Rumi Chunara
Clinical foundation models are evaluated with factual or exam-style medical QA, but treatment decisions must change when patient context changes. We introduce ClinPivot, an auditab…
cs.LG2026
Tree of Concepts: Interpretable Continual Learners in Non-Stationary Clinical Domains
Dongkyu Cho, Xiyue Li, Samrachana Adhikari +1
Continual learning aims to update models under distribution shift without forgetting, yet many high-stakes deployments, such as healthcare, also require interpretability. In practi…