I am currently a M.S. student at Central South University.

My research focuses on Graph Neural networks, Large Language Model, Data Mining, Graph Fraud detection, specifically the area of Large Language Models including their theoretical foundations and applications. I am looking for the academic internships any time and Ph.D. positions at Fall 2027. If you are interested in me, please feel free to email me at tairanhuang99@gmail.com.

🔥 News

  • 2025.07:  🎉🎉 One paper is accepted by ACM MM 2025.
  • 2025.03:  🎉🎉 One paper is accepted by Neural Networks.

📝 Publications

ACM MM 2025
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Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection

Tairan Huang, Yili Wang, Qiutong Li, Changlong He, Jianliang Gao

  • First exploration of fraud detection with LLMs in graph.
  • Novel multi-level LLM enhanced framework for graph fraud detection.

🎖 Honors and Awards

  • 2024.10 Excellent Academic Scholarship of the Recommended Student.

📖 Educations

  • 2024.09 - 2027.06 (now), Master, Central South University, Changsha, China.

💬 Services

Reviewer:

  • IEEE Transactions on Knowledge and Data Engineering (TKDE)

💻 Internships