2 papers
quant-ph2022
Gradient-Free optimization algorithm for single-qubit quantum classifier
Anqi Zhang, Xiaoyun He, Shengmei Zhao
In the paper, a gradient-free optimization algorithm for single-qubit quantum classifier is proposed to overcome the effects of barren plateau caused by quantum devices. A rotation…
quant-ph2022
Quantum algorithm for neural network enhanced multi-class parallel classification
Anqi Zhang, Xiaoyun He, Shengmei Zhao
Using the properties of quantum superposition, we propose a quantum classification algorithm to efficiently perform multi-class classification tasks, where the training data are lo…