2 papers
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…
cs.LG2024
Quantum Pointwise Convolution: A Flexible and Scalable Approach for Neural Network Enhancement
An Ning, Tai-Yue Li, Nan-Yow Chen
In this study, we propose a novel architecture, the Quantum Pointwise Convolution, which incorporates pointwise convolution within a quantum neural network framework. Our approach…