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20242026
most citedValidating Large-Scale Quantum Machine Learning: Efficient Simulation of Quantum Support Vector Machines Using Tensor Networks

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cs.LG2025

Quantum Graph Attention Network: A Novel Quantum Multi-Head Attention Mechanism for Graph Learning

An Ning, Tai Yue Li, Nan Yow Chen

We propose the Quantum Graph Attention Network (QGAT), a hybrid graph neural network that integrates variational quantum circuits into the attention mechanism. At its core, QGAT em…

quant-ph2025

Quantum Adaptive Excitation Network with Variational Quantum Circuits for Channel Attention

Yu-Chao Hsu, Kuan-Cheng Chen, Tai-Yue Li +1

In this work, we introduce the Quantum Adaptive Excitation Network (QAE-Net), a hybrid quantum-classical framework designed to enhance channel attention mechanisms in Convolutional…