"oversmoothing mitigation" Papers

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A Signed Graph Approach to Understanding and Mitigating Oversmoothing

Jiaqi Wang, Xinyi Wu, James Cheng et al.

NeurIPS 2025posterarXiv:2502.11394

Beyond Random Masking: When Dropout meets Graph Convolutional Networks

Yuankai Luo, Xiao-Ming Wu, Hao Zhu

ICLR 2025poster
5
citations

Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs

MoonJeong Park, Jaeseung Heo, Dongwoo Kim

ICML 2024posterarXiv:2403.10543