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Jun-You Zhu

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#machine learning Preprint Oct 2026

Stability-Shaped Deep Graph Learning

In deep graph neural networks, increasing depth enlarges the receptive field but often leads to over-smoothing, where node representations tend to align. We develop a unified, mode-wise stability framework for deep GNN propagation that provides a principled characterization of over-smoothing. By interpreting layer dept...

Jun-You Zhu, Lang-Zhou He, Fen-Ying Cai et al. · 0 citations

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