Publications

Author order follows each venue's convention. Preprints and code are linked where they exist. My name is in bold.

Peer-reviewed journal articles

• Fair and Robust Estimation of Heterogeneous Treatment Effects for Optimal Policies in Multilevel Studies

  Youmi Suk, Chan Park, Chenguang Pan, and Kwangho Kim

  Multivariate Behavioral Research

  DOI

  2026Published

• Estimating Optimal Dynamic Treatment Regimes for Personalized Education: A Tutorial and Applications with Machine Learning

  Chenguang Pan, Yuxuan Li, and Youmi Suk

  Zeitschrift für Psychologie

  2026Accepted

• Using Generative AI for Sequential Data Generation in Monte Carlo Simulation Studies

  Youmi Suk, Chenguang Pan, and Ke Yang

  Journal of Educational and Behavioral Statistics

  DOI

  2025Published

Manuscripts under review

• Learning Feasible Optimal Treatment Regimes for Personalized Decision-Making

  Chenguang Pan, Yuxuan Li, and Youmi Suk

  Preprint

  Under review

• Distilling Black-Box Machine Learning into a Small, Self-Explaining Language Model for Learning Analytics

  Chenguang Pan, Airui Meng, and Youmi Suk

  Preprint

  Under review

• Generative AI-Based Monte Carlo Simulation for Method Evaluation Using Synthetic Multilevel Data

  Youmi Suk, Chenguang Pan, and Weixuan Xiao

  Preprint

  Under review

Conference proceedings and technical reports

• EDM-ARS: A Domain-Specific Multi-Agent System for Automated Educational Data Mining Research

  Chenguang Pan, Zhou Zhang, Weixuan Xiao, Chengyuan Yao, and Youmi Suk

  arXivProject site

  2026

• Examining Algorithmic Fairness in Predicting High School Dropouts

  Chenguang Pan and Zhou Zhang

  Proceedings of the International Conference on Educational Data Mining (EDM 2024), oral presentation

  PaperERICCode

  2024

Conference presentations

• Domain-Specific Multi-Agent Systems for Automated Educational Data Mining Research and Review

  Chenguang Pan, Zhou Zhang, Weixuan Xiao, Chengyuan Yao, and Youmi Suk

  SREE 2026, oral presentation

  2026

• AI-Based Monte Carlo Simulation for Method Evaluation Using Synthetic Multilevel Data

  Youmi Suk, Chenguang Pan, and Weixuan Xiao

  SREE 2026, oral presentation

  2026

• Enhancing the Interpretability of Heterogeneous Treatment Effects Using Kolmogorov-Arnold Networks

  Chenguang Pan, Yuxuan Li, and Youmi Suk

  AERA 2026, Division D, and the Modern Modeling Methods Conference 2026, oral presentations

  2026

• Designing Feasible Optimal Treatment Regimes for Personalized Education

  Yuxuan Li, Chenguang Pan, and Youmi Suk

  AERA 2026, SIG Educational Statisticians, oral presentation

  2026

• Investigating Interpretable Optimal Treatment Regimes Using Kolmogorov-Arnold Networks

  Chenguang Pan, Yuxuan Li, and Youmi Suk

  ACIC 2025, poster and oral presentation, and SREE 2025

  SREE session

  2025

• Improving the Feasibility of Optimal Treatment Regimes for Personalized Education

  Yuxuan Li, Chenguang Pan, and Youmi Suk

  SREE 2025, oral presentation

  SREE session

  2025

• Designing Optimal Dynamic Treatment Regimes Using TMLE for Personalized Math Course-Taking Plans

  Chenguang Pan and Youmi Suk

  AERA 2025, Division D, roundtable presentation

  DOI

  2025

• Designing Personalized Math Course-Taking Plans in High School Using Optimal Treatment Regimes

  Youmi Suk and Chenguang Pan

  SREE 2024, poster presentation

  2024

Books

• An Authentic Word List of High-Frequency GRE Vocabulary

  Bing Han and Chenguang Pan

  Zhejiang Education Publishing House, in Chinese

  ISBN

  2019

• GRE Text-Completion Essentials: Full Explanations of High-Frequency Questions

  Bing Han, Chenguang Pan, and Daiyuan Cheng

  Zhejiang Education Publishing House, in Chinese

  ISBN

  2018