Graph Neural Networks for Parameterized Quantum Circuits Expressibility Estimation.
Shamminuj AktarAndreas BärtschiDiane OyenStephan J. EidenbenzAbdel-Hameed A. BadawyPublished in: CoRR (2024)
Keyphrases
- neural network
- quantum computing
- logic circuits
- logic synthesis
- directed graph
- graph structure
- pattern recognition
- artificial neural networks
- graph representation
- neural network model
- fuzzy logic
- back propagation
- quantum computation
- graph based algorithm
- graph theoretic
- directed acyclic graph
- low power
- connected components
- pairwise
- sufficient conditions
- random walk
- parameter estimation
- structured data
- quantum mechanics
- estimation accuracy
- fault diagnosis
- bipartite graph
- graph databases
- graph model
- graph mining
- recurrent neural networks
- weighted graph
- graph theory