在刚刚结束的QuantumWeek会议上，JQub团队开源了由胡芷瑞研究员主要参与设计的量子神经网络（Quantum Neural Network）编程框架，QFNN。https://github.com/JQub/qfnn QFNN以Pytorch和IBM Qiskit为基础，为实现了神经网络在量子电路进行训练和推理提供了基础函数。研究人员可以通过简单调用少数函数，便可以轻松构建可以在...
In this work we address this question by trying to understand how powerful and trainable quantum machine learning models are in relation to popular classical neural networks. We propose the effective dimension—a measure that captures these qualities—and prove that it can be used to assess any ...
We propose a Quantum Neural Network (QNN) for predicting stabilization parameter for solving Singularly Perturbed Partial Differential Equations (SPDE) using the Streamline Upwind Petrov Galerkin (SUPG) stabilization technique. SPDE-Q-Net, a QNN, is proposed for approximating an optimal value of the...
Torlai, G., Mazzola, G., Carrasquilla, J.et al.Neural-network quantum state tomography.Nature Phys14, 447–450 (2018). https://doi.org/10.1038/s41567-018-0048-5 Download citation Received19 July 2017 Accepted12 January 2018 Published26 February 2018 ...
可信图神经网络 Responsible Graph Neural Networks 热度: 一种新的量子神经网络训练算法 孙健1张雄伟2孙新建1 1.解放军理工大学通信工程学院南京2100072.解放军理工大学指挥自动化学院南京210007 摘要:量子神经网络是一种借鉴量子理论中的态叠加思想而设计的单隐层前馈神经网络,其主要用于数据分类。由 ...
在刚刚结束的QuantumWeek会议上,JQub团队开源了由胡芷瑞研究员主要参与设计的量子神经网络(Quantum Neural Network)编程框架,QFNN。 github.com/JQub/qfnn QFNN以Pytorch和IBM Qiskit为基础,为实现了神经网络在量子电路进行训练和推理提供了基础函数。研究人员可以通过简单调用少数函数,便可以轻松构建可以在IBM量子计算机...
在刚刚结束的 QuantumWeek 会议上,JQub 团队开源了由胡芷瑞研究员主要参与设计的量子神经网络(Quantum Neural Network)编程框架,QFNN。 https://github.com/JQub/qfnn QFNN 以 Pytorch 和 IBM Qiskit 为基础,为实现了神经网络在量子电路进行训练和推理提供了基础函数。研究人员可以通过简单调用少数函数,便可以轻松...
在刚刚结束的QuantumWeek会议上,JQub团队开源了由胡芷瑞研究员主要参与设计的量子神经网络(Quantum Neural Network)编程框架,QFNN。 https://github.com/JQub/qfnn QFNN以Pytorch和IBM Qiskit为基础,为实现了神经网络在量子电路进行训练和推理提供了基础函数。研究人员可以通过简单调用少数函数,便可以轻松构建可以在IBM...
Quantum neural networkIndividual dynamics do not matter while describing the group behavior in many biological systems. Using similar concept, a recurrent quantum neural network (RQNN) is proposed in this paper to model the unified response of a neural lattice. The new hypothesis entails that the ...
在刚刚结束的QuantumWeek会议上,JQub团队开源了由胡芷瑞研究员主要参与设计的量子神经网络(Quantum Neural Network)编程框架,QFNN。 https://github.com/JQub/qfnn QFNN以Pytorch和IBM Qiskit为基础,为实现了神经网络在量子电路进行训练和推理提供了基础函数。研究人员可以通过简单调用少数函数,便可以轻松构建可以在IBM...