基本信息
张潘  男  博导  中国科学院理论物理研究所
电子邮件: panzhang@itp.ac.cn
通信地址: 中关村东路55号理论物理研究所
邮政编码:

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

出版信息

   
发表论文
(1) Solving Statistical Mechanics using variational autoregressive networks, Physical Review Letter, 2019, 通讯作者
(2) Tree Tensor Networks for Generative Modeling, Physical Review B, 2019, 通讯作者
(3) Unsupervised generative modeling using matrix product states, Physical Review X, 2018, 通讯作者
(4) Weighted community detection and data clustering using message passing, Journal of statistical mechanics, 2018, 通讯作者
(5) Compressed Sensing by Shortest-Solution Guided Decimation, IEEE Access, 2018, 通讯作者
(6) Community detection in networks with unequal groups, Physical Review E, 2016, 第 1 作者
(7) Data quality for the inverse Ising problem, Journal of Physics A, 2016, 第 3 作者
(8) Detectability thresholds and optimal algorithms for community structure in dynamic networks, Physical Review X, 2016, 第 1 作者
(9) Evaluating accuracy of community detection using the relative normalized mutual information, Journal of Statistical Mechanics: Theory and Experiments, 2015, 第 1 作者
(10) Inference of the sparse kinetic Ising model using the decimation method, Physical Review E, 2015, 第 2 作者
(11) The solution space structure of random constraint satisfaction problems with growing domains, Journal of Statistical Mechanics: Theory and Experiment, 2015, 第 2 作者
(12) Nonbacktracking operator for the Ising model and its applications in systems with multiple states, Physical Review E, 2015, 第 1 作者
(13) Scalable detection of statistically significant communities and hierarchies, using message passing for modularity, Proceedings of National Academy of Sciences, 2014, 第 1 作者
(14) Phase transitions in semisupervised clustering of sparse networks, Physical Review E, 2014, 第 1 作者
(15) Model selection for degree-corrected block models, Journal of Statistical Mechanics: Theory and Experiments, 2014, 第 4 作者
(16) Spectral redemption in clustering sparse networks, Proceedings of National Academy of Sciences, 2013, 第 4 作者
(17) The hard-core model on random graphs revisited, Journal of Physics: Conference Series 473 (1), 012021, 2013, 第 4 作者
(18) Robust error correction for real-valued signals via message-passing decoding and spatial coupling, Information Theory Workshop (ITW), 2013, 第 1 作者
(19) Non-adaptive pooling strategies for detection of rare faulty items, IEEE Communications Workshops (ICC), 2013, 第 1 作者
(20) Comparative study for inference of hidden classes in stochastic block models, Journal of Statistical Mechanics: Theory and Experiment, 2012, 第 1 作者
(21) Inference of kinetic Ising model on sparse graphs P Zhang, Journal of Statistical Physics, 2012, 第 1 作者
(22) Message passing for quantified Boolean formulas, Journal of Statistical Mechanics: Theory and Experiment, 2012, 第 1 作者
(23) Analytical and belief-propagation studies of random constraint satisfaction problems with growing domains, Physical Review E, 2012, 第 2 作者
(24) Inference and learning in sparse systems with multiple states, Physical Review E, 2011, 第 4 作者
(25) 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, 第 1 作者
(26) Topology and dynamics of attractor neural networks: the role of loopiness, Physica A, 2008, 第 1 作者
(27) Transient dynamics of sparsely connected Hopfield neural networks with arbitrary degree distributions, Physica A, 2008, 第 1 作者
(28) Transient dynamics for sequence-processing neural networks: Effect of degree distributions, Physica A, 2008, 通讯作者
(29) Frequency and phase synchronization of two coupled neurons with channel noise, The European Physical Journal B, 2007, 第 4 作者
(30) Network growth approach to macroevolution, New Journal of Physics, 2007, 第 4 作者
(31) Statistical neurodynamics for sequence processing neural networks with finite dilution, Lecture Notes in Computer Science, 2006, 第 1 作者
(32) Optimized annealing of traveling salesman problem from the nth-nearest-neighbor distribution, Physica A, 2006, 第 2 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, 主持, 部委级, 2017-09--2022-09