Diverse by Design: Architectural Constraints for Prototype-Based Interpretability

arXiv:2609.27194 · cs.CV · Submitted 2026-09-23 · Read on arXiv

cs.CV

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/xinmiaolin/DAPL

Terminology

Accuracy — 31× in this paper · explained in 1 episode
Redundancy — 21× in this paper · explained in 2 episodes
Interpretability — 17× in this paper · explained in 15 episodes
Regularization — 10× in this paper · explained in 3 episodes
Transformer — 6× in this paper · explained in 2 episodes
Ablation — 4× in this paper · explained in 1 episode
Ablation Studies — 4× in this paper · explained in 1 episode
Grounding — 3× in this paper · explained in 3 episodes
Alignment — 2× in this paper · explained in 1 episode
Attention Mechanism — 2× in this paper · explained in 3 episodes
CVF International Conference on Computer Vision — 2× in this paper
Diversity-Aware Prototype Learning — 2× in this paper
Explainability — 2× in this paper · explained in 3 episodes
Pruning — 2× in this paper · explained in 4 episodes
Adam — 1× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
In British Machine Vision Conference — 1× in this paper
Mask Generation — 1× in this paper · explained in 2 episodes
Robustness — 1× in this paper · explained in 5 episodes
Semantic Alignment — 1× in this paper · explained in 3 episodes
Sparsity — 1× in this paper · explained in 4 episodes

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