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

Ahsan Habib Akash, Dipkamal Bhusal, Stacey Jones +3

Deep neural networks are widely deployed in high-stakes visual applications where interpretability is critical, yet existing explanations face a trade-off: post-hoc concept methods…