雷金龙 - 同济大学 - 电子与信息工程学院

个人简介

雷金龙，理学博士，同济大学教授，国家海外高层次青年人才计划获得者。2011年于中国科学技术大学获得学士学位，2016年于中国科学院数学与系统科学研究院获得理学博士学位。 2016- 2019年在美国宾夕法尼亚州立大学从事博士后研究。研究方向是不确定信息下多智能体优化与博弈的分析与设计理论。获得中国科协青年人才托举工程、第27届“关肇直”奖、上海市青年科技英才“扬帆计划”并主持国家自然科学基金委青年基金和面上基金项目等，并参与上海市市级科技重大专项等。已发表30余篇期刊和会议论文，包括优化控制与运筹学顶刊IEEE Trans. Automatic Control、SIAM J. Optimization、Operations Research和Mathematics of Operations Research及人工智能顶会NeurIPS等。

研究领域

人工智能，多智能体系统，非合作博弈，分布式优化，在线学习，随机逼近及其应用

近期论文

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Jinlong Lei, Peng Yi?, Jie Chen, and Yiguang Hong, “Distributed Variable Sample-size Stochastic Optimization with Fixed Step-sizes, IEEE Transactions on Automatic Control, pp. 5630–5637, vol. 67, no. 10, 2022. Jinlong Lei and Uday V. Shanbhag, Distributed Variable Sample-Size Gradient-response and Best-response Schemes for Stochastic Nash Games over Graphs, SIAM Journal on Optimization, pp. 573–603, vol. 32, no. 2, 2022. Jinlong Lei and Uday V. Shanbhag, “Stochastic Nash Equilibrium Problems: Models, Analysis, and Algorithms, IEEE Control Systems Magazine, vol. 42, no. 4, pp. 103–124, 2022. Xianlin Zeng, Jinlong Lei?, and Jie Chen, ”Dynamical Primal-Dual Accelerated Method with Applications to Network Optimization, IEEE Transactions on Automatic Control, 10.1109/TAC.2022.3152720, 2022. Peng Yi, Jinlong Lei?, Yiguang Hong, Jie Chen, and Guodong Shi, “Distributed Linear Equations over Random Networks, IEEE Transactions on Automatic Control, DOI 10.1109/TAC.2022.3187379, 2022. Shijie Huang, Jinlong Lei?, Yiguang Hong, “A Linearly Convergent Distributed Nash Equilibrium Seeking algorithm for Aggregative Games, IEEE Transactions on Automatic Control, 10.1109/TAC.2022.3154356, 2022. Jinlong Lei and Uday V. Shanbhag, “Asynchronous variance-reduced block schemes for composite non-convex stochastic optimization: block-specific steplengths and adapted batch-sizes, Optimization Methods and Software, vol. 37, no. 1, pp. 264–294, 2022. Jinlong Lei, and Han-Fu Chen, Distributed Stochastic Approximation Algorithm With Expanding Truncations: Algorithm and Applications, IEEE Transactions on Automatic Control, vol. 65, no. 2, pp. 664-679, Full Paper, 2020. Jinlong Lei and Uday V. Shanbhag, Asynchronous Schemes for Stochastic and Misspecified Potential Games and Nonconvex Optimization, Operations Research, vol. 68, no. 6, pp. 1742–1766, 2020. Jinlong Lei, Peng Yi, Guodong Shi, and Brian D. O. Anderson, ``Distributed Algorithms with Finite Data Rates that Solve Linear Equations, SIAM Journal on Optimization, vol. 30, no. 2, pp.1191–1222, 2020. Jinlong Lei, Peng Yi, Yiguang Hong, Jie Chen, and Guodong Shi, “Online Convex Optimization Over Erdos-Renyi Random Networks, Advances in Neural Information Processing Systems, 2020. Jinlong Lei, Uday V. Shanbhag, Jong-Shi Pang, and Suvrajeet Sen, “On Synchronous, Asynchronous, and Randomized Best-Response schemes for computing equilibria in Stochastic Nash games,” Mathematics of Operations Research, vol. 45, no.1, pp. 157-190, 2020. Jinlong Lei, Han-Fu Chen, and Hai-Tao Fang, Asymptotic Properties of Primal-Dual Algorithm for Distributed Stochastic Optimization Over Random Networks, SIAM Journal on Control and Optimization, vol. 56, no.3, pp. 2159--2188, 2018. Jinlong Lei, Han-Fu Chen, and Hai-Tao Fang, Primal-Dual Algorithm for Constrained Network Optimization, Systems and Control Letters, vol. 96, pp. 110--117, 2016. Jinlong Lei and Han-Fu Chen, Stochastic Approximation Based Distributed Randomized Page Rank Algorithm, IEEE Transactions on Automatic Control, vol. 60, no. 6, pp. 1641-1646, 2015.