Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks.
Andreas RothThomas LiebigPublished in: CoRR (2023)
Keyphrases
- neural network
- genetic algorithm
- pattern recognition
- graph structure
- graph theory
- graph representation
- graph model
- neural nets
- artificial neural networks
- connected components
- search engine
- directed acyclic graph
- back propagation
- directed graph
- feed forward
- correlation coefficient
- random walk
- graph theoretic
- smoothing algorithm
- graph partitioning
- graph databases
- hits algorithm
- multi layer
- bipartite graph
- multilayer perceptron
- graph matching
- fuzzy logic
- image processing