Comprehensive Analysis of Over-smoothing in Graph Neural Networks from Markov Chains Perspective

12 November 2022

Congying Han

Papers citing "Comprehensive Analysis of Over-smoothing in Graph Neural Networks from Markov Chains Perspective"

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Title
Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory Weichen Zhao Chenguang Wang Xinyan Wang Congying Han Tiande Guo Tianshu Yu 42 0 0 23 Feb 2024
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 267 1,944 0 09 Jun 2018