智慧网络与系统基础原创团队

研究概览

Research Overview

任务目标与背景
研究方向
研究基础

任务目标

面向国家在新一代人工智能、公共卫生安全与人民生命健康保障、脑科学与类脑计算及海洋探测等领域的重大战略需求，旨在探索网络科学与复杂系统的基础理论、核心方法与关键技术，构建“感知-认知-决策-控制”一体化的智能系统，形成支撑国家安全与民生服务的下一代核心能力。

背景

针对联合国可持续发展目标中的“良好健康与福祉”与“可持续城市和社区”，我国当前亟需建立完整、统一的智慧网络化系统，以实现从基础平台构建、到基础理论剖析、再到智能预测与决策的一体化覆盖。本团队将着力攻克其中涉及的复杂系统关键基础科学问题与核心工程技术难题，推动系统性创新与实施落地。

研究方向

聚焦大规模多维数据融合处理、智能网络化系统构建与控制优化，人工智能和类脑基础算法设计，具体解决智能网络化系统的基础难题。

研究基础

智慧网络与系统团队是一支富有活力的年轻团队，成员均具有海外留学背景，长期从事复杂网络化系统基础理论研究，在中国科学、IEEE TCybern、IEEE TSMC、IEEE TCASI、IEEE TNSE、IEEE TNNLS、IEEE TCSS等领域顶刊发表多篇论文。承担了国家级省部级纵向项目10余项；负责经费800余万元。曾获得国家科学技术学术著作出版基金、上海市杨帆计划、上海市计算机学会教学成果三等奖、上海开源创新卓越成果奖特等奖、复旦大学精品课程、复旦大学首批课程思政金例等。指导的学生曾多次获得全国复杂网络大会最佳学生论文奖，上海市/复旦大学优秀毕业生、毕业论文、优秀学生等，并多次在学科竞赛中获奖(前5%）。

团队成员

Team Members

李聪副研究员

复杂网络化系统，网络动力学，大数据分析，AI for Network Science，智慧系统中的大语言模型

丁洁副研究员

复杂系统的感知、控制与优化；类脑算法；水下图像处理等

科研项目

Research Project

项目名称	项目类型	负责人	执行年限
融合动力学的智能传播预测方法及控制策略研究融合动力学的智能传播预测方法及控制策略研究国家自然科学基金面上项目 2026-2029 负责人：李聪（主持）项目介绍	国家自然科学基金面上项目	李聪（主持）	2026-2029
病毒时空传播的回溯测控可计算建模的方法、理论及应用病毒时空传播的回溯测控可计算建模的方法、理论及应用国家重点研发计划“数学和应用研究”重点专项 2025-2030 负责人：李聪（子课题负责人）项目介绍	国家重点研发计划“数学和应用研究”重点专项	李聪（子课题负责人）	2025-2030
城市传染病的时空演化与控制城市传染病的时空演化与控制国家自然科学基金区域创新发展联合基金重点项目 2024-2027 负责人：李聪（复旦第一负责人）项目介绍	国家自然科学基金区域创新发展联合基金重点项目	李聪（复旦第一负责人）	2024-2027
多层时效网络高阶传播动力学研究多层时效网络高阶传播动力学研究国家自然科学基金面上项目 2022-2025 负责人：李聪（主持）项目介绍	国家自然科学基金面上项目	李聪（主持）	2022-2025
基于目标攻击的复杂网络能控性鲁棒性分析及优化基于目标攻击的复杂网络能控性鲁棒性分析及优化国家自然科学基金青年科学基金（C类） 2021-2024 负责人：丁洁（主持）项目介绍	国家自然科学基金青年科学基金（C类）	丁洁（主持）	2021-2024
复杂网络的最小代价控制复杂网络的最小代价控制上海市青年科技英才扬帆计划 2021-2024 负责人：丁洁（主持）项目介绍	上海市青年科技英才扬帆计划	丁洁（主持）	2021-2024
基于风险感知的人类行为对流行病传播的影响研究基于风险感知的人类行为对流行病传播的影响研究 “创新行动计划”上海市自然科学基金项目(面上项目) 2021-2024 负责人：李聪（主持）项目介绍	“创新行动计划”上海市自然科学基金项目(面上项目)	李聪（主持）	2021-2024
社会集群行为涌现与演化的机制分析及预测社会集群行为涌现与演化的机制分析及预测国家自然科学基金重点项目 2018-2022 负责人：李聪（复旦负责人）项目介绍	国家自然科学基金重点项目	李聪（复旦负责人）	2018-2022
时效复杂网络的图谱分析及应用时效复杂网络的图谱分析及应用国家自然科学基金青年科学基金（C类） 2017-2019 负责人：李聪（主持）项目介绍	国家自然科学基金青年科学基金（C类）	李聪（主持）	2017-2019
动态网络传播动力学的图谱理论研究动态网络传播动力学的图谱理论研究上海市自然科学基金项目(原创探索类) 2016-2019 负责人：李聪（主持）项目介绍	上海市自然科学基金项目(原创探索类)	李聪（主持）	2016-2019

科研发表

Research Publications

期刊论文
会议论文
著作

论文标题	发表期刊	第一/通讯作者	发表年份
Predicting higher-order dynamics without network topology by ridge regression Predicting higher-order dynamics without network topology by ridge regression Z.L. Zhou, C. Li*, B. Qu, X. Li Proceedings of the IEEE International Symposium on Circuits and Systems 摘要	Proceedings of the IEEE International Symposium on Circuits and Systems	Z.L. Zhou, C. Li*, B. Qu, X. Li	2024
New Measure for Network Controllability Robustness Based on Controllable Subspace New Measure for Network Controllability Robustness Based on Controllable Subspace Y. Liu, J. Ding* and X. Li Proceedings of the IEEE International Symposium on Circuits and Systems 摘要	Proceedings of the IEEE International Symposium on Circuits and Systems	Y. Liu, J. Ding* and X. Li	2024
BotScan: An unsupervised bot detection based on adversarial learning and social perception BotScan: An unsupervised bot detection based on adversarial learning and social perception H. Lin, N. Chen, Y. Chen, X. Li, C. Li* Proceedings of the 14th Asian Control Conference 摘要	Proceedings of the 14th Asian Control Conference	H. Lin, N. Chen, Y. Chen, X. Li, C. Li*	2024
BotScout: A social bot detection algorithm based on semantics, attributes and neighborhoods BotScout: A social bot detection algorithm based on semantics, attributes and neighborhoods H. Lin, N. Chen, Y. Chen, X. Li, C. Li* Proceedings of International Conference on Intelligent Computing (ICIC 2024) 摘要	Proceedings of International Conference on Intelligent Computing (ICIC 2024)	H. Lin, N. Chen, Y. Chen, X. Li, C. Li*	2024
Super- Resolution of Underwater Sonar Image based on Generative Adversarial Network Super- Resolution of Underwater Sonar Image based on Generative Adversarial Network Z. Ma, J. Ding*, S. Li et al Proceedings of IECON-2023 49th Annual Conference of the IEEE Industrial Electronics Society 摘要	Proceedings of IECON-2023 49th Annual Conference of the IEEE Industrial Electronics Society	Z. Ma, J. Ding*, S. Li et al	2023

论文标题	发表期刊	第一/通讯作者	发表年份
《复杂网络传播理论：流行的隐秩序》《复杂网络传播理论：流行的隐秩序》李翔，李聪，王建波北京：高等教育出版社摘要	北京：高等教育出版社	李翔，李聪，王建波	2020
Characterization and Design of Complex Networks Characterization and Design of Complex Networks C. Li Uitgeverij BOXPress, ’s-Hertogenbosch 摘要	Uitgeverij BOXPress, ’s-Hertogenbosch	C. Li	2014

人才培养

Talent Development

招生信息
科创项目

招生类型：学术学位博士生

专业名称及代码：

0809电子科学与技术--080902电路与系统
9901复杂系统科学与工程--990100复杂系统科学与工程
0854电子信息--085410人工智能

招生类型：专业学位硕士生

专业名称及代码：

0809电子科学与技术--080902电路与系统
0854电子信息--085401新一代电子信息技术（含量子技术等）
0854电子信息-085410人工智能

数据增强技术在流行病传播预测的应用

腾飞科创

2025-至今 负责人：李聪

项目介绍

在研

带有高阶关联的多层网络鲁棒性分析

望道项目

2022-2024 负责人：李聪

项目介绍

结题，发表SCI期刊 New Journal of Physics

基于SIR改进模型研究上报率对流行病传播的影响

曦源项目

2022-2023 负责人：李聪

项目介绍

结题，复旦优秀曦源项目（前9%），发表CAA A类会议论文

论文标题	发表期刊	第一/通讯作者	发表年份
Adaptive Overlap Penalization and Probabilistic Modeling in Hypergraph Influence Maximization Adaptive Overlap Penalization and Probabilistic Modeling in Hypergraph Influence Maximization L.Y. Wu, C. Li*, B. Qu, X. Li Information Processing & Management 摘要 DOI: 10.1016/j.ipm.2025.104594 Latex引用： @article{wu2026adaptive, title={Adaptive overlap penalization and probabilistic modeling in hypergraph influence maximization}, author={Wu, Lingyu and Li, Cong and Qu, Bo and Li, Xiang}, journal={Information Processing \& Management}, volume={63}, number={4}, pages={104594}, year={2026}, publisher={Elsevier} }	Information Processing & Management	L.Y. Wu, C. Li*, B. Qu, X. Li	2026
Balancer: Temporal knowledge graph embedding for novel events reasoning with contrastive learning, Knowledge-Based Systems Balancer: Temporal knowledge graph embedding for novel events reasoning with contrastive learning, Knowledge-Based Systems Z.Y. Kuang+, B. Qu+, X. Li, C. Li* Knowledge-Based Systems 摘要 https://doi.org/10.1016/j.knosys.2025.114984	Knowledge-Based Systems	Z.Y. Kuang+, B. Qu+, X. Li, C. Li*	2026
How human spatio-temporal behaviors facilitate epidemics in functionality social networks How human spatio-temporal behaviors facilitate epidemics in functionality social networks H. Lin, Z. Jin, X. Li, and C. Li IEEE Transactions on Network Science and Engineering 摘要 DOI: 10.1109/TNSE.2025.3628855 @ARTICLE{lin2026How, title={How Human Spatio-Temporal Behaviors Facilitate Epidemics in Functionality Social Networks}, author={Lin, Hong and Jin, Zhen and Li, Xiang and Li, Cong}, journal={IEEE Transactions on Network Science and Engineering}, volume={13}, pages={3240-3255}, year={2026}, publisher={IEEE} }	IEEE Transactions on Network Science and Engineering	H. Lin, Z. Jin, X. Li, and C. Li	2026
Constrained Maximal Controllability of Complex Networks Constrained Maximal Controllability of Complex Networks Y. Liu, Z. Ma, J. Ding* and X. Li IEEE Transactions on Cybernetics 摘要	IEEE Transactions on Cybernetics	Y. Liu, Z. Ma, J. Ding* and X. Li	2025
Higher order epidemic spreading in simplicial networks Higher order epidemic spreading in simplicial networks Y. Zhao, C. Li*, D.H. Shi, G.R. Chen, X. Li IEEE Transactions on Systems, Man, and Cybernetics: Systems 摘要 DOI: 10.1109/TSMC.2025.3601832	IEEE Transactions on Systems, Man, and Cybernetics: Systems	Y. Zhao, C. Li*, D.H. Shi, G.R. Chen, X. Li	2025
Predicting higher-order dynamics with unknown hypergraph topology Predicting higher-order dynamics with unknown hypergraph topology Z.L. Zhou, C. Li*, P. Van Mieghem, X. Li IEEE Transactions on Circuits and Systems I: Regular Papers 摘要	IEEE Transactions on Circuits and Systems I: Regular Papers	Z.L. Zhou, C. Li*, P. Van Mieghem, X. Li	2025
Target Controllability of Complex Networks Based on Greedy Optimization Target Controllability of Complex Networks Based on Greedy Optimization J. Ding, Y. Zhuo, X. Hu, Y. Zhao, C. Li and X. Li* IEEE Transactions on Control of Network Systems 摘要 DOI 10.1109/TCNS.2025.3585397	IEEE Transactions on Control of Network Systems	J. Ding, Y. Zhuo, X. Hu, Y. Zhao, C. Li and X. Li*	2025
Multi-Scale Graph Channel Attention Detectors for Sonar Images in Smart Ocean Multi-Scale Graph Channel Attention Detectors for Sonar Images in Smart Ocean S. Li, Y. Zhang, D. Ma, J. Ding*， et al. IEEE Transactions on Instrumentation and Measurement 摘要	IEEE Transactions on Instrumentation and Measurement	S. Li, Y. Zhang, D. Ma, J. Ding*， et al.	2025
ESND: An embedding-based framework for signed network dismantling ESND: An embedding-based framework for signed network dismantling C.W. Xie, C. Liu, C. Li, X.X. Zhan*, X. Li. Expert Systems with Applications 摘要	Expert Systems with Applications	C.W. Xie, C. Liu, C. Li, X.X. Zhan*, X. Li.	2025
Predicting epidemic threshold in complex networks by graph neural network Predicting epidemic threshold in complex networks by graph neural network W. Wang, C. Li*, B. Qu, X. Li 摘要		W. Wang, C. Li*, B. Qu, X. Li	2024
Network Controllability Robustness Learning via Spatial Graph Neural Networks Network Controllability Robustness Learning via Spatial Graph Neural Networks Y. Zhang, J. Ding*, and X. Li IEEE Transactions on Network Science and Engineering 摘要	IEEE Transactions on Network Science and Engineering	Y. Zhang, J. Ding*, and X. Li	2024
Target Controllability of Multiplex Networks with Weighted Interlayer Edges Target Controllability of Multiplex Networks with Weighted Interlayer Edges J. Ding, Y. Zhang, K. Song, et al. IEEE Transactions on Network Science and Engineering 摘要	IEEE Transactions on Network Science and Engineering	J. Ding, Y. Zhang, K. Song, et al.	2024
A Graph Transformer-Driven Approach for Network Robustness Learning A Graph Transformer-Driven Approach for Network Robustness Learning Y. Zhang, J. Li, J. Ding*, et al. IEEE Transactions on Circuits and Systems I: Regular Papers 摘要	IEEE Transactions on Circuits and Systems I: Regular Papers	Y. Zhang, J. Li, J. Ding*, et al.	2024
Imperfect evolutionary vaccination game incorporating individual social difference and subjective perception Imperfect evolutionary vaccination game incorporating individual social difference and subjective perception C. Li, J.Y. Dai, X. Li* IEEE Transactions on Computational Social Systems 摘要	IEEE Transactions on Computational Social Systems	C. Li, J.Y. Dai, X. Li*	2024
GCRL: A Graph Neural Network Framework for Network Connectivity Robustness Learning GCRL: A Graph Neural Network Framework for Network Connectivity Robustness Learning Y. Zhang, J. Ding*, and X. Li New Journal of Physics 摘要	New Journal of Physics	Y. Zhang, J. Ding*, and X. Li	2024
MHGAN: A Multi-Headed Generative Adversarial Network for Underwater Sonar Image Super-Resolution MHGAN: A Multi-Headed Generative Adversarial Network for Underwater Sonar Image Super-Resolution Z. Ma, S. Li, J. Ding*, et al. IEEE Transactions on Geoscience and Remote Sensing 摘要	IEEE Transactions on Geoscience and Remote Sensing	Z. Ma, S. Li, J. Ding*, et al.	2023
Ranking cliques in higher-order complex networks Ranking cliques in higher-order complex networks Y. Zhao, C. Li*, D.H. Shi, G.R. Chen, X. Li Chaos 摘要	Chaos	Y. Zhao, C. Li*, D.H. Shi, G.R. Chen, X. Li	2023
Robustness of higher-order networks with synergistic protection Robustness of higher-order networks with synergistic protection Q.H. Chen, Y. Zhao, C. Li*, X. Li. New Journal of Physics 摘要	New Journal of Physics	Q.H. Chen, Y. Zhao, C. Li*, X. Li.	2023
Complexity in structural and functional brain networks. Comment on "Structure and function in artificial, zebrafish and human ne Complexity in structural and functional brain networks. Comment on "Structure and function in artificial, zebrafish and human ne C. Li*, C. Hens. Physics of Life reviews 摘要	Physics of Life reviews	C. Li*, C. Hens.	2023
Epidemic spreading on coupling network with higher-order information layer Epidemic spreading on coupling network with higher-order information layer Y.J. Zhu, C. Li*, X. Li New Journal of Physics 摘要	New Journal of Physics	Y.J. Zhu, C. Li*, X. Li	2023