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Shang-Lin Li

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#machine learning Preprint Sep 2026

Explaining Hyperbolic Neural Networks via Geometry-Aware Relevance Propagation

Hyperbolic neural networks introduce geometric operations that require explicit treatment in relevance propagation. Equivalent geometric realizations can produce different feature attributions, even when local relevance is conserved. We study this problem through Geometric Representation Invariance (GRI), a specializat...

Pin Xiong, Shang-Lin Li, Yi Ding et al. · 0 citations