1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CV2026
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…
cs.CV2021★ 1 cited
Gradient Frequency Modulation for Visually Explaining Video Understanding Models
Xinmiao Lin, Wentao Bao, Matthew Wright +1
In many applications, it is essential to understand why a machine learning model makes the decisions it does, but this is inhibited by the black-box nature of state-of-the-art neur…