雷金龙,理学博士,同济大学青年百人特聘研究员。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的智能体网络优化与博弈的分析与设计理论。 主持国家自然科学基金项目一项,上海市青年科技英才“扬帆计划”项目一项,中国科协“青年人才托举工程”一项,参与上海市市级科技重大专项等。已发表20余篇期刊和会议论文,包括控制顶刊 IEEE Trans. Automatic Control、运筹学顶刊 Operations Research和 Mathematics of Operations Research、优化顶刊 SIAM J. Optimization及人工智能顶会NeurIPS等。代表论文如下:
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 Leiand 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 Leiand 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,pp. 1–31, https://doi.org/10.1080/10556788.2020.1746963, 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 Leiand Han-Fu Chen, "Stochastic Approximation Based Distributed Randomized Page Rank Algorithm",IEEE Transactions on Automatic Control,vol. 60, no. 6, pp. 1641-1646, 2015.