石家隆 副教授/博士生导师

西安交通大学 数学与统计学院

研究领域：

运筹优化，启发式算法，智能优化方法的理论/算法/应用，大语言模型与运筹优化交叉方向

科研荣誉:

• 2025年陕西高等学校科学技术研究优秀成果-特等(第二完成人)

• 2024年中国运筹学会科学技术奖-运筹应用奖(第二完成人)

• 2018年中国博士后国(境)外交流项目-引进项目

教育背景：

• 2008 – 2012        西安交通大学    学士

• 2012 – 2014        西安交通大学    硕士

• 2014 – 2018        香港城市大学    博士

联系方式：

西安交通大学兴庆校区数学楼433室

Email：jialong.shi@xjtu.edu.cn

课题组常年招录:

* 博士生

* 硕士生(学术型/专业型)

* 科研训练本科生(面向西交数院所有专业)

欢迎对于：人工智能、运筹优化、智能优化方法的理论/算法/应用、大语言模型与运筹优化交叉等研究方向感兴趣的同学加入课题组，联系方式: jialong.shi@xjtu.edu.cn

主讲课程:

• 2019年至今西安交通大学本科生 “线性代数与解析几何” 64学分主讲教师

• 2022年至今西安交通大学研究生 “工程优化方法及其应用” 32学分课程负责人, 主讲

教学资源:

• 学堂在线MOOC “工程优化方法及其应用” 课程链接

• 西安交通大学精品AI课程 “工程优化方法及其应用” 课程链接(需认证学生身份)

教学荣誉:

• 2024年西安交通大学第九届教学优秀团队奖

谷歌学术个人主页：‪Jialong Shi (石家隆) - ‪Google 学术搜索

论文相关源代码见GitHub主页： JialongShi (github.com)

代表性论文：

1.       Chentong Chen(学生一作), Mengyuan Zhong, Ye Fan, Jialong Shi(通讯作者), Jianyong Sun(通讯作者). HiFo-Prompt: Prompting with Hindsight and Foresight for LLM-based Automatic Heuristic Design. 14th International Conference on Learning Representations (ICLR2026), 2026 (CCF-A类会议)

2.   Wei Wang(学生一作), Jialong Shi(通讯作者), Jianyong Sun,  Arnaud Liefooghe, Qingfu Zhang, A new parallel cooperative landscape smoothing algorithm and its applications on TSP and UBQP, Expert Systems with Applications, Volume 263, 2024, 125611(一区top期刊)

3.       Yuhao Kang(学生一作), Jialong Shi(通讯作者), Jianyong Sun, Qingfu Zhang, Ye Fan, New techniques to improve neighborhood exploration in pareto local search, Expert Systems with Applications, Volume 254, 2024, 124296  (一区top期刊)

4.       Shengming Sun(学生一作), Jialong Shi(通讯作者), Breaking Validity-Induced Boundaries to Expand Algorithm Search Space: A Two-Stage AST-Based Operator for LLM-Driven Automated Heuristic Evolution. 2026 Genetic and Evolutionary Computation Conference Companion (GECCO2026 Companion) , ACM, 2026 (CCF-C类会议)

5.       Kexin Zhu(学生一作), Jialong Shi(通讯作者), Jianyong Sun, Mingen Kuang, Ye Fan. Vibroseis Vehicle Routing Problem with Spatio-Temporal Coupled Constraints. 2026 Genetic and Evolutionary Computation Conference Companion (GECCO2026 Companion) , ACM, 2026 (CCF-C类会议)

6.       Hongyu Wang(学生一作), Yuhan Jing, Yibing Shi, Enjin Zhou, Haotian Zhang, Jialong Shi(通讯作者), Decoupling Numerical and Structural Parameters: An Empirical Study on Adaptive Genetic Algorithms via Deep Reinforcement Learning for the Large-Scale TSP. 2026 IEEE Congress on Evolutionary Computation (IEEE CEC2026), IEEE, 2026 (CCF-C类会议)

7.       Donghan Wu(学生一作), Jialong Shi(通讯作者), Embedded 2-opt for LNS: A Process-Aware Window Mechanism Approach, 2026 IEEE Congress on Evolutionary Computation (IEEE CEC2026), IEEE, 2026 (CCF-C类会议)

8.       Feng Luan(学生一作), Jialong Shi(通讯作者) and Jianyong Sun, Controllable Multimodal Landscapes: An Interpretable Surrogate Model for Combinatorial Spaces and Its Application to the k-Order Traveling Salesman Problem, 2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Vienna, Austria, 2025, pp. 1428-1433 (CCF-C类会议)

9.   Wei Wang(学生一作), Jialong Shi, Jianyong Sun, Arnaud Liefooghe, Qingfu Zhang, Ye Fan; On the Effects of Smoothing Rugged Landscape by Different Toy Problems: A Case Study on UBQP; 2024 IEEE Congress on Evolutionary Computation (IEEE CEC2024), IEEE, 2024 (CCF-C类会议)

10. Yuhao Kang(学生一作), Jialong Shi, Jianyong Sun, and Ye Fan. 2023. Improving Neighborhood Exploration Mechanism to Speed up PLS. In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO '23). Association for Computing Machinery, 688–694. 2023 (CCF-C类会议)

11. Jialong Shi; Jianyong Sun; Qingfu Zhang Haotian Zhang; Ye Fan; Improving Pareto Local Search Using Cooperative Parallelism Strategies for Multiobjective Combinatorial Optimization, IEEE Transactions on Cybernetics, vol. 54, no. 4, pp. 2369-2382, April 2024. (一区top期刊)

12. Jialong Shi, Jianyong Sun, Qingfu Zhang, Kai Ye, Homotopic Convex Transformation: A New Landscape Smoothing Method for the Traveling Salesman Problem, IEEE Transactions on Cybernetics, vol. 52, no. 1, pp. 495-507, Jan. 2022 (一区top期刊)

13. Jialong Shi, Qingfu Zhang, Jianyong Sun, PPLS/D: Parallel pareto Local Search Based on Decomposition, IEEE Transactions on Cybernetics, 2020, 50(3): 1060-1071. (一区top期刊)

14. Jialong Shi; Jianyong Sun; Qingfu Zhang, Multi-Objectivization Inspired Metaheuristics for the Sum-of-the-Parts Combinatorial Optimization Problems, Applied Soft Computing, 2021, 103: 1-20. (二区top期刊)

15. Jialong Shi, Qingfu Zhang, A New Cooperative Framework for Parallel Trajectory-Based Metaheuristics, Applied Soft Computing, 2018, 65: 374-386 (二区top期刊)

16. Jialong Shi, Qingfu Zhang, Edward Tsang, EB-GLS: An Improved Guided Local Search Based on the Big Valley Structure, Memetic Computing, 2018, 10(3): 333-350

17. Jialong Shi, Qingfu Zhang, Bilel Derbel, Arnaud Liefooghe, Sébastien Verel, Using parallel strategies to speed up Pareto local search, 2017 International Conference on Simulated Evolution and Learning (SEAL2017), 62-74, Springer (Best Student Paper Award!)

其他主要论文：

Ÿ   Haotian Zhang, Jialong Shi, Jianyong Sun, Qingfu Zhang and Zongben Xu, "Neuro-PLS: A Generalizable Local Search Framework for Multi-objective Combinatorial Optimization," in IEEE Transactions on Evolutionary Computation. 2025

Ÿ   Haotian Zhang, Jianyong Sun, Zongben Xu, Jialong Shi, Learning unified mutation operator for differential evolution by natural evolution strategies, Information Sciences, Volume 632, Pages 594-616, 2023

Ÿ   Haotian, Zhang, Jianyong Sun, Yuhao Wang, Jialong Shi, Zongben Xu. Variational Reinforcement Learning for Hyper-Parameter Tuning of Adaptive Evolutionary Algorithm. IEEE Transactions on Emerging Topics in Computational Intelligence. 2022

Ÿ   Haotian, Zhang, Jialong Shi, Jianyong Sun, Zongben Xu. Learning to balance exploration and exploitation in pareto local search for multi-objective combinatorial optimization. Proceedings of the Genetic and Evolutionary Computation Conference Companion, 383-386, 2022

Ÿ   Jialong Shi, Jianyong Sun, Qingfu Zhang, Multi-objective techniques for single-objective local search: A case study on traveling salesman problem International, 2019 Conference on Evolutionary Multi-Criterion Optimization (EMO2019), 114-125, Springer, 2019

Ÿ   Jialong Shi, Qingfu Zhang, Bilel Derbel, Arnaud Liefooghe, Jianyong Sun, Parallel pareto local search revisited: First experimental results on bi-objective UBQP, 2018 Genetic and Evolutionary Computation Conference (GECCO2018), 753-760, 2018

Ÿ   Jialong Shi, Qingfu Zhang, Bilel Derbel, Arnaud Liefooghe, A parallel tabu search for the unconstrained binary quadratic programming problem, 2017 IEEE Congress on Evolutionary Computation (CEC2017), 557-564, IEEE, 2017