Search Results for author: Neil Y. C. Lin

Found 1 papers, 1 papers with code

Concept Gradient: Concept-based Interpretation Without Linear Assumption

1 code implementation31 Aug 2022 Andrew Bai, Chih-Kuan Yeh, Pradeep Ravikumar, Neil Y. C. Lin, Cho-Jui Hsieh

We showed that for a general (potentially non-linear) concept, we can mathematically evaluate how a small change of concept affecting the model's prediction, which leads to an extension of gradient-based interpretation to the concept space.

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