Diverse by Design: Architectural Constraints for Prototype-Based Interpretability

Xinmiao Lin, Matthew Wright

Prototype-based neural networks provide inherent interpretability through case-based reasoning, yet suffer from critical limitations: prototypes converge to redundant features, fai…