基本信息
张潘  男  博导  中国科学院理论物理研究所
email: panzhang@itp.ac.cn
address: 中关村东路55号理论物理研究所
postalCode:

招生信息

   
招生专业
070201-理论物理
招生方向
统计物理与复杂系统
统计物理与机器学习

教育背景

2004-09--2009-06   兰州大学   博士学位
2000-09--2004-06   兰州大学   学士学位

工作经历

   
工作简历
2019-01~现在, 中国科学院理论物理研究所, 研究员
2015-09~2018-12,中国科学院理论物理研究所, 副研究员
2013-05~2015-09,Santa Fe Institute, 博士后
2012-02~2013-05,巴黎E.S.P.C.I., 博士后
2009-10~2012-01,意大利都灵理工大学, 博士后
2004-09~2009-06,兰州大学, 博士学位
2000-09~2004-06,兰州大学, 学士学位

教授课程

群论
物理与机器学习
量子力学(H)
量子力学
文献阅读
机器学习的基础及其与物理的交叉

专利与奖励

   
专利成果
( 1 ) 模拟量子比特末态概率幅的方法、装置和量子虚拟机, 2022, 第 1 作者, 专利号: CN114254755A

出版信息

   
发表论文
(1) Neural-network solutions to stochastic reaction networks, NATURE MACHINE INTELLIGENCE, 2023, 通讯作者
(2) Simulation of Quantum Circuits Using the Big-Batch Tensor Network Method, PHYSICAL REVIEW LETTERS, 2022, 通讯作者
(3) Solving the Sampling Problem of the Sycamore Quantum Circuits, PHYSICAL REVIEW LETTERS, 2022, 通讯作者
(4) Supervised learning with projected entangled pair states, PHYSICAL REVIEW B, 2021, 第 3 作者
(5) Solving statistical mechanics on sparse graphs with feedback-set variational autoregressive networks, PHYSICAL REVIEW E, 2021, 第 4 作者
(6) Tropical Tensor Network for Ground States of Spin Glasses, PHYSICAL REVIEW LETTERS, 2021, 第 3 作者
(7) Yao.jl: Extensible, Efficient Framework for Quantum Algorithm Design, QUANTUM, 2020, 第 3 作者
(8) Self-falsifiable hierarchical detection of overlapping communities on social networks, NEW JOURNAL OF PHYSICS, 2020, 第 2 作者
(9) Phase transitions and optimal algorithms for semisupervised classifications on graphs: From belief propagation to graph convolution network, PHYSICAL REVIEW RESEARCH, 2020, 通讯作者
(10) Contracting Arbitrary Tensor Networks: General Approximate Algorithm and Applications in Graphical Models and Quantum Circuit Simulations, PHYSICAL REVIEW LETTERS, 2020, 通讯作者
(11) Solving Statistical Mechanics Using Variational Autoregressive Networks, PHYSICAL REVIEW LETTERS, 2019, 通讯作者
(12) Solving Statistical Mechanics Using Variational Autoregressive Networks, PHYSICAL REVIEW LETTERS, 2019, 通讯作者
(13) Tree tensor networks for generative modeling, PHYSICAL REVIEW B, 2019, 第 4 作者
(14) Compressed Sensing by Shortest-Solution Guided Decimation, IEEE ACCESS, 2018, 通讯作者
(15) Unsupervised Generative Modeling Using Matrix Product States, PHYSICAL REVIEW X, 2018, 第 5 作者
(16) Weighted community detection and data clustering using message passing, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2018, 通讯作者
(17) Spectral estimation of the percolation transition in clustered networks, PHYSICAL REVIEW E, 2017, 通讯作者
(18) Completeness of Community Structure in Networks, SCIENTIFIC REPORTS, 2017, 通讯作者
(19) Robust Spectral Detection of Global Structures in the Data by Learning a Regularization, ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 29 (NIPS 2016), 2016, 通讯作者
(20) Detectability Thresholds and Optimal Algorithms for Community Structure in Dynamic Networks, PHYSICAL REVIEW X, 2016, 第 2 作者
(21) Fast and simple decycling and dismantling of networks, SCIENTIFIC REPORTS, 2016, 通讯作者
(22) Community detection in networks with unequal groups, PHYSICAL REVIEW E, 2016, 通讯作者
(23) Data quality for the inverse Ising problem, JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2016, 第 3 作者
(24) Nonbacktracking operator for the Ising model and its applications in systems with multiple states, PHYSICAL REVIEW E, 2015, 通讯作者
(25) Inference of the sparse kinetic Ising model using the decimation method, PHYSICAL REVIEW E, 2015, 第 2 作者
(26) The solution space structure of random constraint satisfaction problems with growing domains, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2015, 第 2 作者
(27) Evaluating accuracy of community detection using the relative normalized mutual information, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2015, 通讯作者
(28) Phase transitions in semisupervised clustering of sparse networks, PHYSICAL REVIEW E, 2014, 通讯作者
(29) Model selection for degree-corrected block models, JOURNAL OF STATISTICAL MECHANICS (ONLINE), 2014, 第 7 作者
(30) Scalable detection of statistically significant communities and hierarchies, using message passing for modularity, PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 第 1 作者
(31) Non-adaptive pooling strategies for detection of rare faulty items, 2013 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (IEEE ICC), 2013, 通讯作者
(32) Spectral redemption in clustering sparse networks, PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 第 7 作者
(33) Robust error correction for real-valued signals via message-passing decoding and spatial coupling, 2013 IEEE INFORMATION THEORY WORKSHOP (ITW), 2013, 第 4 作者
(34) Message passing for quantified Boolean formulas, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2012, 通讯作者
(35) Comparative study for inference of hidden classes in stochastic block models, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2012, 通讯作者
(36) Analytical and belief-propagation studies of random constraint satisfaction problems with growing domains, PHYSICAL REVIEW E, 2012, 第 2 作者
(37) Inference of kinetic Ising model on sparse graphs P Zhang, Journal of Statistical Physics, 2012, 第 1 作者
(38) Inference and learning in sparse systems with multiple states, PHYSICAL REVIEW E, 2011, 
(39) Stability analysis on the finite-temperature replica-symmetric and first-step replica-symmetry-broken cavity solutions of the random vertex cover problem, PHYSICAL REVIEW E, 2009, 通讯作者
(40) Transient dynamics of sparsely connected Hopfield neural networks with arbitrary degree distributions, PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2008, 第 1 作者
(41) Topology and dynamics of attractor neural networks: The role of loopiness, PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2008, 第 1 作者
(42) Transient dynamics for sequence-processing neural networks: Effect of degree distributions, PHYSICAL REVIEW E, 2008, 第 2 作者
(43) Network growth approach to macroevolution, NEW JOURNAL OF PHYSICS, 2007, 第 3 作者
(44) Frequency and phase synchronization of two coupled neurons with channel noise, EUROPEAN PHYSICAL JOURNAL B, 2007, 第 3 作者
(45) Optimized annealing of traveling salesman problem from the nth-nearest-neighbor distribution, PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2006, 第 2 作者
(46) Statistical Neurodynamics for sequence processing neural networks with finite dilution, 第 1 作者
(47) The hard-core model on random graphs revisited, ELC International Meeting on Inference, Computation, and Spin Glasses (ICSG 2013) :, 第 4 作者

科研活动

   
科研项目
( 1 ) 统计物理平均场理论在统计推断与机器学习中的应用, 负责人, 中国科学院计划, 2017-09--2022-09
( 2 ) 基于神经网络的统计力学新方法的研究, 负责人, 国家任务, 2020-01--2023-12