2025 "over-smoothing mitigation" Papers

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Bundle Neural Network for message diffusion on graphs

Jacob Bamberger, Federico Barbero, Xiaowen Dong et al.

ICLR 2025posterarXiv:2405.15540
8
citations

How Particle System Theory Enhances Hypergraph Message Passing

Yixuan Ma, Kai Yi, Pietro Lió et al.

NEURIPS 2025posterarXiv:2505.18505

Let Brain Rhythm Shape Machine Intelligence for Connecting Dots on Graphs

Jiaqi Ding, Tingting Dan, Zhixuan Zhou et al.

NEURIPS 2025oral

OCN: Effectively Utilizing Higher-Order Common Neighbors for Better Link Prediction

Juntong Wang, Xiyuan Wang, Muhan Zhang

NEURIPS 2025posterarXiv:2505.19719