基于张量网络与纠缠理论的高效可解释量子机器学习算法

12004266
2020
A2009.强关联体系
冉仕举
青年科学基金项目
副研究员
首都师范大学
24万元
张量网络;纠缠;张量重正化群;量子机器学习;量子多体物理
2021-01-01到2023-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
查看更多信息请先登录或注册
查看更多信息请先登录或注册
查看更多信息请先登录或注册
重置
序号 标题 类型 作者
1 Preparation of Many-body Ground States by Time Evolution with Variational Microscopic Magnetic Fields and Incomplete Interactions 期刊论文 Ying Lu;Yue-Min Li;Peng-Fei Zhou;Shi-Ju Ran
2 Nature of the 1/9-magnetization plateau in the spin-1/2 kagome Heisenberg antiferromagnet 期刊论文 Da-Zhi Fang;Ning Xi;Shi-Ju Ran;Gang Su
3 Non-Parametric Semi-Supervised Learning in Many-Body Hilbert Space with Rescaled Logarithmic Fidelity 期刊论文 Wei-Ming Li;Shi-Ju Ran
4 Tensor network for interpretable and efficient quantum-inspired machine learning 期刊论文 Shi-Ju Ran;Gang Su
5 张量网络 专著 冉仕举
6 Deep Learning Quantum States for Hamiltonian Estimation 期刊论文 Ma Xinran;Tu Z. C.;Ran Shi-Ju
7 Functional tensor network solving many-body Schrödinger equation 期刊论文 Rui Hong;Ya-Xuan Xiao;Jie Hu;An-Chun Ji;Shi-Ju Ran
8 Phase identification in many-body systems by virtual configuration binarization 期刊论文 Yuan Yang;Zhengchuan Wang;Shi-Ju Ran;Gang Su
9 Residual matrix product state for machine learning 期刊论文 Ye-Ming Meng;Jing Zhang;Peng Zhang;Chao Gao;Shi-Ju Ran
10 Editorial: Tensor network approaches for quantum many-body physics and machine learning 期刊论文 Shi-Ju Ran;Qibin Zhao;Peng Zhang;Chu Guo
11 神经网络的压缩方法、装置、电子设备及存储介质 专利 冉仕举;卿勇;李珂;周鹏飞
12 Quantum compiling with a variational instruction set for accurate and fast quantum computing 期刊论文 Ying Lu;Peng-Fei Zhou;Shao-Ming Fei;Shi-Ju Ran
13 Tensor Network Efficiently Representing Schmidt Decomposition of Quantum Many-Body States 期刊论文 Peng-Fei Zhou;Ying Lu;Jia-Hao Wang;Shi-Ju Ran
14 Automatically differentiable quantum circuit for many-qubit state preparation 期刊论文 Peng-Fei Zhou;Rui Hong;Shi-Ju Ran
15 Boundary-induced singularity in strongly-correlated quantum systems at finite temperature 期刊论文 Ding-Zu Wang;Guo-Feng Zhang;Maciej Lewenstein;Shi-Ju Ran
16 Predicting quantum potentials by deep neural network and metropolis sampling 期刊论文 Rui Hong;Peng-Fei Zhou;Bin Xi;Jie Hu;An-Chun Ji;Shi-Ju Ran
17 Efficient simulation of quantum many-body thermodynamics by tailoring a zero-temperature tensor network 期刊论文 Ding-Zu Wang;Guo-Feng Zhang;Maciej Lewenstein;Shi-Ju Ran
18 Visualizing quantum phases and identifying quantum phase transitions by nonlinear dimensional reduction 期刊论文 Yuan Yang;Zheng-Zhi Sun;Shi-Ju Ran;Gang Su
19 Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations 期刊论文 Sheng-Chen Bai;Yi-Cheng Tang;Shi-Ju Ran
查看更多信息请先登录或注册

相关项目

趋势报告

经验分享