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Yuanye Liu

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Preprint Aug 2026

H$^2$EDL: Hyper Evidential Deep Learning for Hierarchical Classification

Fine-grained recognition often involves hierarchical label spaces, where a model may be confident about a coarse semantic concept while remaining uncertain among its descendant classes. Such structured ambiguity requires uncertainty representations that capture both fine-grained classes and intermediate concepts. Howev...

Yuanye Liu, Xia-Hai Zhuang · 0 citations

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