Hi!👋 My name is Zhuowen Liang (梁卓文), I will join the DSA, Information Hub at HKUST(GZ) in September 2025 as a PhD student. Now I am currently a final year undergraduate majoring in Computer Science and Technology at South China University of Technology(SCUT). I am also a research assistant in Data Intelligence and Analytics Lab at HKUST(GZ), advised by Prof. Nan Tang. Previously, I joined HKUST-CIVAL group at HKUST(GZ), advised by Prof. Wei Zeng.

My current research lies on Retrieval Augmented Generation(RAG) and Data-Centric AI. I used to leverage knowledge graph to enhance RA-LLMs for multifaceted literature analysis and currently explore the Structured Reasoning combined with RAG. I am also very interested in research fields including Data Mining, Database, Machine Learning and Multimodal Alignment.

You can find my CV here: Zhuowen Liang’s Curriculum Vitae.

🔥 News

• [January. 2025] One paper about GraphRAG for literature analysis is submitted to TKDE.
• [December. 2024] Received a PhD offer from The Hong Kong University of Science and Technology (Guangzhou).
• [December. 2024] One paper about VLLM for table reasoning is submitted to TVCG.

📑 Publication

• VisLTR: Visualization-in-the-Loop Table Reasoning
  Jianing Hao, Zhuowen Liang, Chunting Li, Yuyu Luo, Wei Zeng
  arXiv 2024. [Paper]

🔎 Experience

• The Hong Kong University of Science and Technology (Guangzhou)
  Research Intern @ Data Intelligence and Analytics Lab, 2024.10~Present
  Research Topic: Structured Reasoning combined with RAG
  Advisor: Prof. Nan Tang

  

• The Hong Kong University of Science and Technology (Guangzhou)
  Research Intern @ HKUST-CIVAL group, 2024.1~2024.9
  Research Topic: Multimodal Alignment & GraphRAG
  Advisor: Prof. Wei Zeng

  

• South China University of Technology
  Project Topic: Resident Useful Life prediction based on CNN & LSTM, 2023.11~2024.4
  Advisor: Prof. Fang Li

🏆 Honors & Awards

• Tencent Enterprise First Price Scholarship, 2023 (5k RMB, Top 2% at SCUT)
• The First Price Scholarship, 2023
• The Second Price Scholarship, 2022 & 2024 (two times)
• Merit Student, 2022 & 2023 (two times)
• Excellent League Member, 2022 & 2023 & 2024 (three times)
• Chinese Mathematics Competitions(Guangdong): First Prize, 2022
• Asia and Pacific Mathematical Contest in Modeling(APMCM): Third Prize, 2023
• MathorCup College Mathematical Modeling Challenge: Third Prize, 2023
• ChinaUndergraduate Mathematical Contest in Modelling(Guangdong): Third Prize, 2022