Yanqiao Chen
Undergraduate student in the Turing Class, Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech). My research lies at the intersection of optimization theory, machine learning, and artificial intelligence.
📖 About Me
I am currently an undergraduate student in the Turing Class at SUSTech, majoring in Computer Science and Engineering. My academic background combines rigorous training in algorithms, mathematics, and machine learning, with a growing research focus on theoretical aspects of optimization and intelligent systems.
I am particularly interested in understanding the theoretical foundations that underpin modern AI systems, including optimization dynamics in deep learning, the behavior of evolutionary algorithms, decision-making in reinforcement learning, and the design principles of agentic systems.
Please feel free to reach out if you are interested in my research or would like to discuss related topics.
🎓 Education
Shenzhen Middle School
Top Middle School in China, where I developed my interest in computer science and mathematics.
South University of Science and Technology
Department of Computer Science and Engineering, Turing Class.
🔬 Research & Experience
Research Interests
My research focuses on the theoretical foundations of learning and optimization. Current interests include: (1) spectral optimizers and optimization theory for deep neural networks; (2) theoretical analysis of genetic programming, with emphasis on generalization and runtime bounds; (3) reinforcement learning and world action models; and (4) agent systems, particularly context engineering and its underlying theory.
SUSTech Theory of AI Lab
Working on theoretical analysis of randomised search heuristics and genetic programming under the supervision of Prof. Pietro Simone Oliveto, in collaboration with Mingxuan Yin. A full paper is being prepared for AAAI 2027, with an extended journal version planned for a venue such as IEEE TEVC.
Research Internship
Seeking research internships at leading institutions in optimization, machine learning theory, and artificial intelligence.
🛠️ Skills
C++
Java
Python
C
PostgreSQL
LaTeX
SystemVerilog
Git
📚 Knowledge
📚 Publications
Yanqiao Chen, Dongsheng Hou, Yuhan Rui, Zhen Cao, Yepang Liu
NeurIPS 2026Yanqiao Chen, Yuhan Rui, Dongsheng Hou
ICLR 2027Dongsheng Hou, Yanqiao Chen, Yuhan Rui, et al.
AAAI 2027Yanqiao Chen, Mingxuan Yin, et al.
AAAI 2027Yanqiao Chen, Yuhan Rui, Dongsheng Hou
ICLR 2027🏛️ Appointments
Teaching Assistant
Data Structures and Algorithms Analysis (H), SUSTech
Grading assignments and exam papers, and leading problem-solving sessions.
Vice President
SUSTech Theoretical Computer Science Society
Organizing lectures, workshops, and the translation of Boaz Barak's introduction to TCS.
🏆 Honors & Awards
3.83 / 4.0
Star of Academic Excellence Scholarship
Outstanding academic performance in the 2024 academic year.
Annual Outstanding Student Award
Exceptional academic achievements and contributions to the university community.
Third Place in SUSTech Orientation Chess Tournament
Competed against 64 participants.
Standardized Tests
- • CET-4: 620/710
- • CET-6: 624/710
- • TOEFL: To be taken in 2026
Academic Courses
- • SUSTech English II: A (96/100)
- • SUSTech English III: A+ (97/100)
✨ Miscellaneous
Mathematics
I maintain a broad interest in discrete mathematics, probability, and theoretical computer science, which serve as the foundation for my research.
Sports
Tennis helps me maintain focus and strategic thinking outside of research.
Chess
Candidate Master title certified by the Chinese Chess Association; 3rd place in the 1st SUSTech Orientation Cup.
Music
Classical music and City-Pop; previously studied piano and passed ABRSM Grade 8, and currently exploring electric guitar.
🤝 Contact Me
I welcome discussions on research collaborations, academic opportunities, and related topics. Please reach out via email or any of the platforms below.