"over-smoothing problem" Papers

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Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification

Zijie Zhou, Zhaoqi Lu, Xuekai Wei et al.

AAAI 2025paperarXiv:2412.15302

Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing

Peihao Wang, Ruisi Cai, Yuehao Wang et al.

ICLR 2025arXiv:2501.00658

Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-Smoothness in Deep GNNs

Jin Li, Qirong Zhang, Shuling Xu et al.

AAAI 2024paperarXiv:2312.08221

Delaunay Graph: Addressing Over-Squashing and Over-Smoothing Using Delaunay Triangulation

Hugo Attali, Davide Buscaldi, Nathalie Pernelle

GATE: How to Keep Out Intrusive Neighbors

Nimrah Mustafa, Rebekka Burkholz

ICML 2024arXiv:2406.00418

Residual Hyperbolic Graph Convolution Networks

Yangkai Xue, Jindou Dai, Zhipeng Lu et al.

AAAI 2024paperarXiv:2412.03825