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…