Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth.
Keyulu XuMozhi ZhangStefanie JegelkaKenji KawaguchiPublished in: CoRR (2021)
Keyphrases
- neural network
- graph theory
- fuzzy logic
- optimization problems
- pattern recognition
- optimization method
- optimization process
- depth information
- neural nets
- connected components
- optimization algorithm
- graph representation
- optimization model
- graph theoretic
- graph based algorithm
- highly non linear
- genetic algorithm
- depth map
- directed graph
- combinatorial optimization
- self organizing maps
- weighted graph
- three dimensional
- random walk
- back propagation
- fault diagnosis
- spanning tree
- training process
- neural network model
- graph structure
- global optimization
- recurrent neural networks
- graph matching
- feed forward