Biography πŸ™‹

δΈ­ζ–‡/EN

I am a second-year Ph.D. student at the Department of Data Science & Artificial Intelligence (DSAI) / Department of Applied Mathematics (AMA), the Hong Kong Polytechnic University (PolyU). I am fortunately supervised by Prof. Han Ruijian, Prof. Huang Jian, and Prof. Yuan Yancheng.

Before that, I worked as a research assistant at Research Center for the Mathematical Foundations of Generative AI (CMFAI), supervised by Prof. Huang Jian. I obtained my Master's degree with Distinction Honor in Data Science in 2024, under supervision of Prof. Jiang Binyan. I got my Bachelor's degree in Computer Science in 2022, and obtained the National Scholarship.

I am interested in areas of artificial intelligence, software development, and big data. I have more than two years of solid industry and research experience. Feel free to reach out for discussion and collaboration.

Research Interests πŸ’‘

  • Agentic AI: Data Science Agent, Multi-agent System, Retrieval Augmented Generation, Benchmarks.
  • Large Language Model: Supervised Fine-tuning and Reinforcement Learning.
  • AI4Science: Agent4Science, Health Informatics, Medical Image, Medical Language Model.

News πŸ“’

March 05, 2026
We released paper DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval, an embedding model for improving LLM Agents on R package retrieval and downstream statistical analysis tasks. DARE outperforms open-sourced embedding models on R retrieval with higher efficiency and accuracy.
Jan 20, 2026
We released paper DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems, introducing a large-scale benchmark with 641 real-world data science tasks across multimodal data and interactive analytical workflows, enabling systematic evaluation of modern data science agents.
Aug 22, 2025
Our paper A Survey on Large Language Model-based Agents for Statistics and Data Science has been accepted by TAS (The American Statistician). And It is selected with discussion πŸŽ‰.
May 16, 2025
Paper LAMBDA: A Large Model Based Data Agent accepted by top journal JASA πŸŽ‰. And it is our great honor that the paper is selected with discussion (Only 2) and will be presented at JSM 2025. We are especially privileged to learn that Prof. David Donoho will serve as one of the discussants for our work.
Aug 30, 2024
Registered as a Ph.D. student at Hong Kong Polytechnic University.
Jul 15, 2024
Graduated with Distinction Honor πŸ₯‡ from Msc in Data Science & Analytics, PolyU.
Dec 2023
My fans exceed 1000 on CSDN πŸ”₯.

Selected Publications πŸ“°

(View all on Google Scholar )
dare.png
DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval
Maojun Sun†, Yue Wu†, Yifei Xie†, Ruijian Han*, Binyan Jiang, Defeng Sun, Yancheng Yuan*, Jian Huang*.
Under Review, arXiv preprint arXiv:2603.04743, 2026
πŸ€— HF Daily Top 3
Paper Page Code hf Model hf Data
DSAEval
DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems
Maojun Sun†, Yifei Xie†, Yue Wu†, Ruijian Han*, Binyan Jiang, Defeng Sun, Yancheng Yuan*, Jian Huang*.
Under Review, arXiv preprint arXiv:2601.13591, 2026
Paper Page Code Task View
JASA
LAMBDA
LAMBDA: A Large Model Based Data Agent
Maojun Sun, Ruijian Han, Binyan Jiang, Houduo Qi, Defeng Sun, Yancheng Yuan*, Jian Huang*.
Accepted. Journal of the American Statistical Association, 2025. (Top Journal)
πŸ… Selected with discussion
Paper Page Code Docs
JASA
rejoinder.png
Rejoinder to the Discussions on "LAMBDA: A Large Model Based Data Agent"
Maojun Sun, Ruijian Han, Binyan Jiang, Houduo Qi, Defeng Sun, Yancheng Yuan*, Jian Huang*.
Accepted. Journal of the American Statistical Association, 2026. (Top Journal)
Paper
TAS
Survey
A Survey on Large Language Model-based Agents for Statistics and Data Science
Maojun Sun, Ruijian Han, Binyan Jiang, Houduo Qi, Defeng Sun, Yancheng Yuan*, Jian Huang*.
Accepted. The American Statistician, 2025. (JCR Q1)
πŸ… Selected with discussion
Paper Repo
LlamaCare
LlamaCare: A Large Medical Language Model for Enhancing Healthcare Knowledge Sharing
Maojun Sun.
Technical Report, arXiv preprint arXiv:2406.02350, 2024.
PAPER Code hf Model

Experiences πŸš€

Hong Kong Polytechnic University Feb 2024 - Aug 2024
Research Assistant & Project Assistant
Research and develop on LLM for data analysis. Develop systems for IOR, CMFAI, RCNA, RCQF.
AI Lab, Hong Kong Hospital Authority Jul 2023 - Dec 2023
Student Researcher
Research and develop on LLM in diagnostic systems (fine-tuning, evaluation, prompt engineering).
Bacara Energy Technology Jun 2022 - Aug 2022
Image Algorithm Intern
Research and develop on intelligent inspection solutions for wind power drones.
DXC Technology Nov 2021 - Jun 2022
AI Engineer
Develop on web robot "Xiao D". Research on algorithm of resume content classification and extraction.

Awards πŸ…

National Scholarship of China 12/2020
Outstanding Graduation of Zhejiang Province 06/2022
Government Scholarship of Zhejiang Province 12/2021
PolyU Research Postgraduate Scholarship 09/2024
Elite Scholarship Γ— 2 2020, 2021
First Class Scholarship Γ— 5 2018-2021
Winning Prize, DJI RoboMaster Intelligent Perception 12/2022
Second Prize of National Artificial Intelligence & Innovation Competition 05/2021
Merit Student Award Γ— 7 2018 & 2019 & 2020 & 2021

Teaching & Talks πŸ‘¨β€πŸ«

Teaching Assistant, DSAI1102 Data Analytics Fundamentals, PolyU 25/26 S2
Teaching Assistant, DSAI5101 Statistical Data Mining, PolyU 25/26 S1
Teaching Assistant, Mathematics Learning Support Centre, PolyU 24/25 S1
Talk: LAMBDA: A Large Model Based Data Agent @ Seminar of Mathematical Foundations of AI, Tianyuan Mathematics Research Center, Kunming, Yunnan Sep 2024
Talk: Understanding Large Language Models: Principles, Evolution, and Applications @ PolyU Summer School Jun 2024

Professional Skills πŸͺ€

AI & ML: LLM Fine-tuning, Image Classification, Data Mining, Target Detection, Image Segmentation, etc.

Programming: Python, Java, SQL, HTML/JS/CSS, C, etc.

Development: FastAPI, Flask, SpringBoot, SpringCloud, Vue, Nginx, Git, Docker, AWS, Aliyun, etc.

Big Data: MySQL, Redis, Hadoop, Spark, etc.

Others πŸ’Œ

πŸŽ“ Research interests, please contact me by mj.sun@connect.polyu.hk