张子臻

所属研究所、院系: 
大数据与计算智能研究所
职称: 
副教授
E-mail: 
zhangzzh7@mail.sysu.edu.cn
教师简介: 

张子臻,bat365在线中国登录入口副教授,bat365官方网站登录ACM/ICPC团队总教练,IEEE高级会员,广东省计算机学会普及工作委员会、广东省青少年信息学算法竞赛负责人,华为云CCPC算法导师。香港城市大学博士,香港科技大学、新加坡国立大学、美国新泽西理工大学访问学者。学生时期曾参加全国信息学奥林匹克竞赛(NOI)、ACM/ICPC大学生程序设计竞赛全球总决赛等赛事。主要教授程序设计、数据结构、算法设计与分析、人工智能等课程。研究方向包括神经组合优化、深度强化学习、系统决策与组合优化、大模型优化。主持了包括国家与省部级自然科学基金项目6项以及华为、百度等多项企业委托课题。发表论文70余篇,其中SCI期刊检索论文30余篇,IEEE Transactions长文20余篇,授权专利5项,编写书籍“信息学竞赛金牌导航”、“国际大学生程序设计竞赛例题解”等。多年来指导大学生算法团队,培养了一批优秀的算法程序设计竞赛选手,他们共获得了100多枚ICPC/CCPC/CCSP金牌,并在华为、阿里、京东等多个商业优化竞赛中均取得了前几名的优异成绩。获得了中国计算机学会的优秀教练奖,并在中国计算机教育大会上荣获最佳教育论文奖。欢迎对算法、人工智能感兴趣的同学与我联系,可推荐至大型企业学习交流。

研究领域: 

神经组合优化、深度强化学习、系统决策与组合优化、大模型优化

获奖及荣誉: 

竞赛团队荣获奖牌

代表性论著: 

[1] Jinbiao Chen, Jiahai Wang*, Zizhen Zhang*, Zhiguang Cao, Te Ye, Siyuan Chen. “Efficient Meta Neural Heuristic for Multi-Objective Combinatorial Optimization”, Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023).
[2] Jinbiao Chen, Zizhen Zhang, Zhiguang Cao, Yaoxin Wu, Yining Ma, Te Ye, Jiahai Wang*. “Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement”, Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023).
[3] Zizhen Zhang, Zhiyuan Wu, Jiahai Wang, Hang Zhang. “Meta-Learning-Based Deep Reinforcement Learning for Multiobjective Optimization Problems”, IEEE Transactions on Neural Networks and Learning Systems, Volume 34, Issue 10, Pages 7978-7991, October 2023.
[4] Zizhen Zhang, Hong Liu*, Mengchu Zhou, Jiahai Wang. “Solving Dynamic Traveling Salesman Problems with Deep Reinforcement Learning”, IEEE Transactions on Neural Networks and Learning Systems, Volume 34, Issue 4, Pages 2119-2132, April 2023.
[5] Qidong Lai, Zizhen Zhang*, Mingzhu Yu, Jiahai Wang. “Split-Delivery Capacitated Arc-Routing Problem with Time Windows”, IEEE Transactions on Intelligent Transportation Systems, Volume 23, Issue 3, Pages 2882-2887, March 2022.
[6] Zizhen Zhang, Luyao Teng*, MengChu Zhou, Jiahai Wang, Hua Wang. “Enhanced Branch-and-Bound Framework for a Class of Sequencing Problems”, IEEE Transactions on Systems, Man and Cybernetics: Systems, Volume 51, Issue 5, Pages 2726-2736, May 2021.
[7] Xin Jin, Hu Qin, Zizhen Zhang*, MengChu Zhou, Jiahai Wang. “Planning of Garbage Collection Service: An Arc-Routing Problem With Time Dependent Penalty Cost”, IEEE Transactions on Intelligent Transportation Systems, Volume 22, Issue 5, Pages 2692-2705, May 2021.
[8] Jiahai Wang, Yuyan Sun, Zizhen Zhang*, Shangce Gao. “Solving Multitrip Pickup and Delivery Problem With Time Windows and Manpower Planning Using Multiobjective Algorithms”, IEEE/CAA Journal of Automatica Sinica, Volume 7, Issue 4, Pages 1134-1153, July 2020.
[9] Zizhen Zhang, Hu Qin and Yanzhi Li*. “Multi-objective optimization for the vehicle routing problem with outsourcing and profit balancing”, IEEE Transactions on Intelligent Transportation Systems, Volume 21, No. 5, Pages 1987-2001, May 2020.
[10] Zizhen Zhang, Mengchu Zhou, Jiahai Wang. “Construction-based Optimization Approaches to Airline Crew Rostering Problems”, IEEE Transactions on Automation Science and Engineering, Volume 17, Issue 3, Pages 1399-1409, July 2020.