Wen Liu

Permutation-Invariant Quantum Graph Neural Network Based on Variational Quantum Algorithms.

Results indicate that PIQGNN provides an efficient, scalable, and noise-resilient quantum framework for graph learning, highlighting its practical potential in the noisy intermediate-scale quantum (NISQ) era.