Diverse by Design: Architectural Constraints for Prototype-Based Interpretability
arXiv:2609.27194v1 Announce Type: new Abstract: Prototype-based neural networks provide inherent interpretability through case-based reasoning, yet suffer from critical limitations: prototypes converge to redundant features, fail to capture diverse semantic parts, and lack quantitative interpretabi…
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- 2026-09-24 04:00 · arXiv cs.CV
Diverse by Design: Architectural Constraints for Prototype-Based Interpretability