研究领域
随机系统建模、分析与优化
安全智能决策
强化学习
个人简历
刘鑫本科毕业于湖南大学电子信息工程专业(2011),硕士毕业于中国科学院大学信息与信号处理专业(2014),博士毕业于美国亚利桑那州立大学电子工程专业(2019),之后在美国密歇根大学安娜堡分校从事博士后研究工作,于2021年8月加入上海科技大学信息学院担任助理教授、研究员、博导。其研究领域包括随机系统建模、分析与优化、安全智能决策与强化学习。
代表性论文(通讯作者带*)
Xin Liu and Lei Ying. On Universal Scaling of Distributed Queues under Load Balancing. Forthcoming in IEEE/ACM Transactions on Networking.
Hairi, Xin Liu, and Lei Ying. Beyond Scaling: Calculable Error Bounds of the Power-of-Two-Choices Mean-Field Model in Heavy-Traffic. MobiHoc, 2021.
Xin Liu, Kang Gong, and Lei Ying. Steady-State Analysis of Load Balancing with Coxian-2 Distribution Service Times. Naval Research Logistics, 2021.
Xin Liu and Lei Ying. Steady-State Analysis of Load Balancing Algorithms in the Sub-Halfin-Whitt Regime. Journal of Applied Probability, 2020.
Xin Liu and Lei Ying. On Achieving Zero Delay with Power-of-d-Choices Load Balancing. IEEE Transactions on Network Science and Engineering, 2019. (Top 3% in INFOCOM 2018).
Xin Liu, Weichang Wang, and Lei Ying. Spatial-Temporal Routing for Supporting End-to-End Hard Deadlines in Multi-Hop Networks. Performance Evaluation, 2019.