Profile
I am currently a third-year Ph.D. student at Department of Computer Science, City University of Hong Kong (CityUHK), where I am very fortunate to be advised by Prof. ZHANG Qingfu.
Before joining in CityUHK, I received my B.Eng and M.Eng degrees from School of Artificial Intelligence, Xidian University, in 2020 and 2023, respectively. With the supervision of Prof. LIU Jing, I have spent delightful seven years in Xi’an and Guangzhou.
My current research interests can be summarized as “Few for Many”, mainly including the following two aspects:
- Multi-Objective Optimization: Finding few solutions to optimize many objectives.
- Computational Social Science: Finding few social members to serve many others.
Selected Publications
Journal Article
- [TEVC’25] Yilu Liu, Xi Lin, Liang Zhao, and Qingfu Zhang, “Few for many: Towards efficient and flexible many-objective optimization,” IEEE Transactions on Evolutionary Computation (IF: 15.9, 2026). (Code)
- [TEVC’25] Yilu Liu, Xi Lin, and Qingfu Zhang, “Leader-follower disagreement minimization in social networks,” IEEE Transactions on Evolutionary Computation (IF: 15.9, 2026).
- [TEVC’24] Yilu Liu, Qingfu Zhang, and Zhenkun Wang, “Community opinion maximization in social networks,” IEEE Transactions on Evolutionary Computation (IF: 15.9, 2026).
- [INS’23] Yilu Liu, Jing Liu, and Kai Wu, “Cost-effective competition on social networks: A multi-objective optimization perspective,” Information Sciences (IF: 6.0, 2026).
- [SWEVO’22] Yilu Liu, Jing Liu, and Xiangyi Teng, “Single-particle optimization for network embedding preserving both local and global information,” Swarm and Evolutionary Computation (IF: 9.6, 2026).
Conference Paper
- [IJCAI’26] Yilu Liu, Bo Xue, Yiming Yao, and Qingfu Zhang, “Opinion maximization in social networks: An inverse optimization perspective,” International Joint Conference on Artificial Intelligence (CCF-B, 2026).
- [PPSN’24] Yilu Liu, Chengyu Lu, Xi Lin, and Qingfu Zhang, “Many-objective cover problem: Discovering few solutions to cover many objectives,” International Conference on Parallel Problem Solving from Nature (CCF-B, 2026). (Code)
- [AAAI’26] Fei Liu (Co-First), Yilu Liu (Co-First), Qingfu Zhang, Xialiang Tong, and Mingxuan Yuan, “EoH-S: Evolution of heuristic set using LLMs for automated heuristic design,” Annual AAAI Conference on Artificial Intelligence (CCF-A, 2026). (Code)
- [ICLR’25] Xi Lin, Yilu Liu, Xiaoyuan Zhang, Fei Liu, Zhenkun Wang, and Qingfu Zhang, “Few for many: Tchebycheff set scalarization for many-objective optimization,” International Conference on Learning Representations (CCF-A, 2026). (Code)
- [CEC’24] Chengyu Lu, Yilu Liu, and Qingfu Zhang, “MOEA/D-CMA made better with (1+1)-CMA-ES,” IEEE Congress on Evolutionary Computation (CCF-C, 2026). (🏅Best Student Paper Award🏅)
Selected Awards
Ph.D. Stage
- Research Tuition Scholarship, City University of Hong Kong, 2025. (Top 23 of 351 C.S. Ph.D. Students)
- Best Student Paper Award, IEEE Congress on Evolutionary Computation, 2024. (Only 1 of 343 Accepted Papers)
M.Eng. Stage
- National Scholarship, Xidian University, 2022.
- Social Scholarship, Xidian University, 2022.
- Outstanding Student, Xidian University, 2021.
B.Eng. Stage
- Provincial First Prize, China Undergraduate Mathematical Contest in Modeling, 2018.
- First Prize Scholarship, Xidian University, 2018.
- Outstanding Student, Xidian University, 2018.
Services
Reviewer
- IEEE Transactions on Evolutionary Computation
- Swarm and Evolutionary Computation
- Knowledge-Based Systems
- Engineering Applications of Artificial Intelligence
Teaching Assistant
- Tutorial Teacher (English-Taught), CS4335 - Design and Analysis of Algorithms, Fall’24 & Fall’25.
- Assignment/Exam Evaluator, CS4335 - Design and Analysis of Algorithms, Fall’23.
- Assignment/Exam Evaluator, CS6491 - Topics in Optimization and its Applications in Computer Science, Spring’25 & Spring’26.
- Assignment/Exam Evaluator, CS2468 - Data Structures and Data Management, Spring’24.
Residence Management
- Senior Residence Tutor, Yip Yuen Yuk Hing Hall & Jockey Club House, from Fall’26 to Fall’27. (Only 1 of 8 Selected from 510 Ph.D. Residents)
- Residence Tutor, Yip Yuen Yuk Hing Hall & Jockey Club House, from Fall’25 to Fall’26. (1 of 8 Selected from 510 Ph.D. Residents)
