2025 "oversmoothing problem" Papers

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Deeper with Riemannian Geometry: Overcoming Oversmoothing and Oversquashing for Graph Foundation Models

Li Sun, Zhenhao Huang, Ming Zhang et al.

NeurIPS 2025posterarXiv:2510.17457
1
citations

Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs

Michael Scholkemper, Xinyi Wu, Ali Jadbabaie et al.

ICLR 2025posterarXiv:2406.02997
22
citations