Curriculum Vitae
Education
- Ph.D., School of Electronic and Information Engineering, Beihang University, September 2019 - June 2025
- Rank 1/319
- Graduate Student National Scholarship, twice
- Outstanding Student of Beihang University
- Bachelor’s Degree with Honors, Shenyuan Honors College, Beihang University, September 2015 - June 2019
- Rank 9/50
- Beijing Outstanding Graduate
- Star of Academic Excellence
Appointments
- August 2025 - Present: Postdoctoral Research Fellow
- Nanyang Technological University, Singapore
- May 2023 - May 2024: Visiting Scholar
- Victoria University of Wellington, New Zealand
- February 2017 - March 2017: Visiting Scholar
- Arizona State University, USA
Research Interests
- Combinatorial optimization
- Evolutionary computation
- Learning-assisted optimization
- Vehicle routing problems
- Air traffic flow management
- Low-altitude intelligent transportation systems
- Graph learning and reinforcement learning
Selected Publications
- Guo, T., Mei, Y., Zhang, M., Zhao, H., Cai, K., and Du, W. Learning-aided neighborhood search for vehicle routing problems. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025.
- Guo, T., Mei, Y., Zhang, M., Ding, H., and Du, W. Multitree genetic programming with behavioral semantics for large-scale dynamic air traffic flow management. IEEE Transactions on Evolutionary Computation, 2026.
- Guo, T., Mei, Y., Zhang, M., Tang, K., Cai, K., and Du, W. Enhanced evolution of parallel algorithm portfolio for vehicle routing problem via transfer optimization. IEEE Transactions on Evolutionary Computation, 2025.
- Guo, T., Mei, Y., Du, W., Lv, Y., Li, Y., and Song, T. Emergency scheduling of aerial vehicles via graph neural neighborhood search. IEEE Transactions on Artificial Intelligence, 2025.
- Guo, T., Chen, C., and Ong, Y. S. Automated large-scale CVRP solver design via LLM-assisted flexible MCTS. arXiv preprint, 2026.
Honors and Awards
- Doctoral Program of the Youth Talent Support Project, China Association for Science and Technology, 2024
- Second Prize of the Science and Technology Progress Award, China Intelligent Transportation Association, 2023 and 2025
- National Grand Prize, China Youth Science and Technology Innovation Challenge and Competition, 2025
- National Scholarship, Ministry of Education of China, 2020 and 2024
- High-Impact Paper Award, Chinese Journal of Aeronautics, 2024
- Beijing Outstanding Graduate, 2019 and 2025
Academic Service
- Editorial Service
- Associate Editor, Complex & Intelligent Systems
- Assistant Editor-in-Chief, Journal of Transportation Information and Safety
- Program Committee
- IEEE IJCNN, IEEE CEC, IEEE WCCI, IEEE SSCI, PPSN, ACM GECCO
- Reviewer
- IEEE TEVC, IEEE TNNLS, IEEE TITS, IEEE TAI, IEEE Intelligent Transportation Systems Magazine
- Knowledge-Based Systems, Expert Systems with Applications, Information Sciences, Applied Soft Computing, Swarm and Evolutionary Computation, Transportation Research Part C, Neurocomputing
- Email: buaaguotong@foxmail.com
- Phone: (+86) 131-212-08575
- CV PDF: Download here