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刘鑫
助理教授、研究员、博导
博士毕业院校： 美国亚利桑那州立大学
电话： 021-20684859
办公室： 信息学院2-302H
个人主页： https://liuxincell.github.io
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研究方向： 随机系统建模、分析与优化，安全智能决策，强化学习
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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。


  • 1. Guo Hengquan*, , Guo Hengquan; Zhu Qi; Liu Xin#, Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints , L4DC, 2023,
  • 2. 王上上*, Shao, Ziyu;, Wang, Shangshang;Bian, Simeng;Liu, Xin;Shao, Ziyu#, Neural Constrained Combinatorial Bandits, IEEE INFOCOM 2023, May 2023,
  • 3. Guo Hengquan*, Liu Xin, Hengquan Guo, Xin Liu, Honghao Wei, and Lei Ying#, Online Convex Optimization with Hard Constraints: Towards the Best of Two Worlds and Beyond. , NeurIPS , 2022,
  • 4. 刘鑫*, Liu, Xin;, Liu, Xin;Ying, Lei#, Universal Scaling of Distributed Queues Under Load Balancing in the Super-Halfin-Whitt Regime, IEEE-ACM TRANSACTIONS ON NETWORKING, 01 Feb 2022,
  • 5. 刘鑫*, , Liu, Xin;Gong, Kang;Ying, Lei#, Large-System Insensitivity of Zero-Waiting Load Balancing Algorithms, SIGMETRICS/PERFORMANCE 2022 - ABSTRACT PROCEEDINGS OF THE 2022 ACM SIGMETRICS/IFIP PERFORMANCE JOINT INTERNATIONAL CONFERENCE ON MEASUREMENT AND MODELING OF COMPUTER SYSTEMS, 06 Jun 2022, 101-102
  • 6. Wei, Honghao*, Wei, Honghao;, Wei, Honghao;Liu, Xin;Ying, Lei#, Triple-Q: A Model-Free Algorithm for Constrained Reinforcement Learning with Sublinear Regret and Zero Constraint Violation, INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 151, 2022, 151
  • 7. Wei, Honghao*, , Wei, Honghao;Liu, Xin;Ying, Lei#, A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes, PROCEEDINGS OF THE 36TH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, AAAI 2022, 30 Jun 2022, 36:3868-3876
  • 8. Liu Xin*, , Xin Liu, Bin Li, Pengyi Shi, and Lei Ying#, An Efficient Pessimistic-Optimistic Algorithm for Stochastic Linear Bandits with General Constraints., NeurIPS , 2021,
  • 9. Liu Xin*, , Xin Liu, Kang Gong, and Lei Ying#, Steady-State Analysis of Load Balancing with Coxian-2 Distribution Service Times. , Naval Research Logistics, 2021,
  • 10. Liu Xin*, , Xin Liu and Lei Ying#, Steady-State Analysis of Load Balancing Algorithms in the Sub-Halfin-Whitt Regime. , Journal of Applied Probability, 2020,
  • 11. Liu Xin*, , Xin Liu, Weichang Wang, and Lei Ying#, Spatial-Temporal Routing for Supporting End-to-End Hard Deadlines in Multi-Hop Networks. , Performance Evaluation, 2019,
  • 12. Anton Braverman*, , Anton Braverman, Jim Dai, Xin Liu, and Lei Ying #, Empty-Car Routing in Ridesharing Systems. , Operations Research, 2019,
  • 13. Liu Xin*, , Xin Liu and Lei Ying#, On Achieving Zero Delay with Power-of-d-choices Load Balancing. , INFOCOM, 2018,