基于神经网络的统计力学新方法的研究

11975294
2019
A2503.统计物理与复杂系统
张潘
面上项目
研究员
中国科学院理论物理研究所
60万元
重整化群;神经网络;统计推断;平均场理论;机器学习
2020-01-01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
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序号 标题 类型 作者
1 Tensor networks for unsupervised machine learning 期刊论文 Jing Liu;Sujie Li;Jiang Zhang;Pan Zhang
2 Solving quantum statistical mechanics with variational autoregressive networks and quantum circuits 期刊论文 JinGuo Liu;Liang Mao;Pan Zhang;Lei Wang
3 Long-loop feedback vertex set and dismantling on bipartite factor graphs 期刊论文 Tianyi Li;Pan Zhang;Hai-jun Zhou
4 Simulation of Quantum Circuits Using the Big-Batch Tensor Network Method 期刊论文 Feng Pan;Pan Zhang
5 Supervised learning with projected entangled pair states 期刊论文 Song Cheng;Lei Wang;Pan Zhang
6 模拟量子比特末态概率幅的方法、装置和量子虚拟机 专利 张潘;潘峰
7 Yao.jl: Extensible, Efficient Framework for Quantum Algorithm Design 期刊论文 Luo Xiu-Zhe;Liu Jin-Guo;Zhang Pan;Wang Lei
8 Phase transitions and optimal algorithms for semisupervised classifications on graphs: From belief propagation to graph convolution network 期刊论文 Pengfei Zhou;Tianyi Li;Pan Zhang
9 Solving the Sampling Problem of the Sycamore Quantum Circuits 期刊论文 Feng Pan;Keyang Chen;Pan Zhang
10 Contracting Arbitrary Tensor Networks: General Approximate Algorithm and Applications in Graphical Models and Quantum Circuit Simulations 期刊论文 Feng Pan;Pengfei Zhou;Sujie Li;Pan Zhang
11 Neural-network solutions to stochastic reaction networks 期刊论文 Ying Tang;Jiayu Weng;Pan Zhang
12 Boltzmann machines as two-dimensional tensor networks 期刊论文 Sujie Li;Feng Pan;Pengfei Zhou;Pan Zhang
13 Self-falsifiable hierarchical detection of overlapping communities on social networks 期刊论文 Li Tianyi;Zhang Pan
14 Tropical Tensor Network for Ground States of Spin Glasses 期刊论文 Jinguo Liu;Lei Wang;Pan Zhang
15 Solving statistical mechanics on sparse graphs with feedback-set variational autoregressive networks 期刊论文 Feng Pan;Pengfei Zhou;Pan Zhang;Haijun Zhou
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