070201-理论物理

统计物理与复杂系统
统计物理与机器学习

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

   

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

2023-09-30-今,Physical Review Letters编委,

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

   

（1） 北京市自然科学二等奖, 二等奖, 省级, 2023
（2） 中国科学院青年科学家奖, 特等奖, 部委级, 2023
（3） 中国科大学院优秀导师奖, 特等奖, 部委级, 2023
（4） 2022年中国智能计算科技创新人物, 特等奖, 其他, 2022

（ 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

   

（1） Neural-network solutions to stochastic reaction networks, NATURE MACHINE INTELLIGENCE, 2023, 第 11 作者
（2） Simulation of Quantum Circuits Using the Big-Batch Tensor Network Method, PHYSICAL REVIEW LETTERS, 2022, 第 11 作者
（3） Solving the Sampling Problem of the Sycamore Quantum Circuits, PHYSICAL REVIEW LETTERS, 2022, 第 11 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, 第 11 作者
（10） Contracting Arbitrary Tensor Networks: General Approximate Algorithm and Applications in Graphical Models and Quantum Circuit Simulations, PHYSICAL REVIEW LETTERS, 2020, 第 11 作者
（11） Solving Statistical Mechanics Using Variational Autoregressive Networks, PHYSICAL REVIEW LETTERS, 2019, 第 11 作者
（12） Solving Statistical Mechanics Using Variational Autoregressive Networks, PHYSICAL REVIEW LETTERS, 2019, 第 11 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, 第 11 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, 第 11 作者
（17） Spectral estimation of the percolation transition in clustered networks, PHYSICAL REVIEW E, 2017, 第 11 作者
（18） Completeness of Community Structure in Networks, SCIENTIFIC REPORTS, 2017, 第 11 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, 第 11 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, 第 11 作者
（22） Community detection in networks with unequal groups, PHYSICAL REVIEW E, 2016, 第 11 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, 第 11 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, 第 11 作者
（28） Phase transitions in semisupervised clustering of sparse networks, PHYSICAL REVIEW E, 2014, 第 11 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, 第 11 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, 第 11 作者
（35） Comparative study for inference of hidden classes in stochastic block models, JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2012, 第 11 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, 第 11 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

   

（ 1 ） 统计物理，机器学习与量子计算, 负责人, 国家任务, 2024-01--2027-12
（ 2 ） 微波光子伊辛机熊能验证及应用研究, 负责人, 中国科学院计划, 2023-09--2026-12
（ 3 ） 理论物理专款重点项目, 负责人, 国家任务, 2023-01--2026-12