Geometric instability of graph neural networks on large graphs.
Emily MorrisHaotian ShenWeiling DuMuhammad Hamza SajjadBorun ShiPublished in: CoRR (2023)
Keyphrases
- neural network
- graph theoretical
- graph theory
- graph representation
- graph structure
- graph theoretic
- labeled graphs
- graph construction
- graph matching
- topological information
- weighted graph
- graph structures
- graph databases
- directed graph
- graph mining
- graph classification
- graph properties
- graph clustering
- graph model
- adjacency matrix
- graph search
- pattern recognition
- structural pattern recognition
- bipartite graph
- subgraph isomorphism
- graph data
- series parallel
- graph partitioning
- undirected graph
- random graphs
- graph isomorphism
- dynamic graph
- graph kernels
- edge weights
- average degree
- graph representations
- directed acyclic
- graph transformation
- evolving graphs
- real world graphs
- graph embedding
- connected components
- structured data
- frequent subgraphs
- spanning tree
- maximal cliques
- graph drawing
- maximum cardinality
- artificial neural networks
- minimum spanning tree
- connected graphs
- neighborhood graph
- inexact graph matching
- polynomial time complexity
- maximum common subgraph
- consistency check
- proximity graph
- finding the shortest path
- quasi cliques
- back propagation
- connected dominating set
- directed acyclic graph
- adjacency graph
- maximum clique
- graph patterns
- attributed graphs
- community discovery
- planar graphs
- dense subgraphs
- community detection
- social graphs
- web graph