Last update: 2026-03-18

Hi! I’m Shiyan Liu, a senior at Huazhong University and Science and Technology (HUST) majoring in Data Science & Big Data Technology. I’m also a prospective MSc Computing(AI&ML) student at Imperial starting 2026 Fall. Now I’m studying at UC Berkeley as a visiting student during 2026 Spring.

My research interests include machine learning, deep learning, reinforcement learning, and data science. My prior reseach experiences focused on deep reinforcement learning and agentic AI systems. I look forward to collaborating with fellow researchers and contributing to the frontiers of AI.

Recently I’m actively seeking Research Assistant/Machine Learning Engineer Intern opportunities!

📖 Educations

  • 2026.09 - 2027.09 (prospective), MSc Computing(AI&ML), Imperial College London.
  • 2026.01 - 2026.05 (expected), Visiting Student, UC Berkeley.
  • 2022.09 - 2026.06 (expected), BEng Data Science & Big Data Technology, HUST.

📝 Publications & Preprints

  • Liu, S., Xia, Q., Xia, Q., Liu, Y., Yu, X. & Qu, R. Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization. (in preparation) [paper]

  • Liu, S., Tan, B., Zhang, L., & Jin, Y. Omni-TSP: Multi-view Geometric Grounding via Alternating Attention for Traveling Salesman Problem. (under review) [paper]
  • Liu, S., Ma, J., & Qu, R. DICE: Discrete Interpretable Comparative Evaluation with Probabilistic Scoring for Retrieval-Augmented Generation. In Socially Responsible and Trustworthy Foundation Models at NeurIPS 2025. [paper] [code]
  • Liu, S., Tan, B., Cao, Z., & Jin, Y. (2025). VAGPO: Vision-augmented Asymmetric Group Preference Optimization for Graph Routing Problems. arXiv preprint arXiv:2508.01774. [paper]
  • Liu, S., Qu, R., & Jin, Y. (2025). FluentLip: A Phonemes-Based Two-stage Approach for Audio-Driven Lip Synthesis with Optical Flow Consistency. arXiv preprint arXiv:2504.04427. [paper]

💻 Internships

  • 2024.06 - now, Research Assistant @ Reinforcement Learning & Intelligent Computing Group (HUST, fortunately advised by Prof. Yan Jin), Wuhan, China.
  • 2025.03 - 2025.08, Software Development Engineer @ JD.com, Beijing, China.

🎖 Honors and Awards

  • 2025.09 National Scholarship.
  • 2025.09 Outstanding Student Scholarship (HUST).
  • 2025.05 Tencent Scholarship.
  • 2024.09 Academic Excellence Scholarship (HUST).