Author

Stacey Jones

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Jul 2026

Naming the Concepts Classifiers Rely On: Language-Anchored Decomposition for Faithful Explanation

Across natural-image, scene, and medical-imaging benchmarks, LAD produces spatially precise explanations that are decision-relevant under both concept insertion and deletion, while uniquely providing stable, human-interpretable concept names.

Ahsan Habib Akash, Dipkamal Bhusal, Stacey Jones et al. · arXiv.org · 0 citations