Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks.
Andreas RothThomas LiebigPublished in: LoG (2023)
Keyphrases
- neural network
- graph theory
- graph theoretic
- graph representation
- random walk
- genetic algorithm
- graph structure
- neural nets
- recurrent neural networks
- neural network model
- artificial neural networks
- pattern recognition
- back propagation
- correlation coefficient
- radial basis function
- graph matching
- spanning tree
- multi layer
- mutual reinforcement
- smoothing algorithm
- social networks
- image segmentation
- graph databases
- graph model
- graph mining
- link analysis
- fuzzy systems
- connected components
- bipartite graph
- fuzzy logic
- np complete
- directed graph