Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth.
Keyulu XuMozhi ZhangStefanie JegelkaKenji KawaguchiPublished in: ICML (2021)
Keyphrases
- neural network
- graph structure
- pattern recognition
- optimization problems
- optimization algorithm
- global optimization
- random walk
- constrained optimization
- directed graph
- optimization process
- highly non linear
- depth images
- graph representation
- optimization methods
- depth information
- three dimensional
- weighted graph
- explicit or implicit
- graph model
- multi layer
- multilayer perceptron
- fault diagnosis
- depth map
- fuzzy logic
- artificial neural networks
- pairwise
- social networks