Permutation-Invariant Quantum Graph Neural Network Based on Variational Quantum Algorithms
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Graph neural networks (GNNs) have demonstrated strong capabilities in graph representation learning but still face limitations in efficiency and scalability. Quantum GNNs (QGNNs) offer a promising alternative. However, existing approaches often fail to fully e... ...