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Hoeffding Concept Bottleneck Models with Applications to Overhead Images

arXiv cs.LG · 2026-06-02 Cached

Introduces Hoeffding Concept Bottleneck Models (HCBM), a nonlinear and sparse aggregation of concept scores using Hoeffding functional decomposition of gradient-boosted trees, for improved explainability and accuracy in classification and object detection tasks, with applications to overhead images.

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