📝 Publications

The full publication list in Google Scholar and ResearchGate.

📚 My Dissertation

• Thesis Dynamic Learner’s Knowledge Assessment by Incorporating Learner and Domain Modeling in Intelligent Tutoring Systems.
  Wenbin Gan, PhD thesis, National Institute of Informatics, Japan, 2022.

• Thesis Research on Automatically Solving Plane Geometry Problems.
  Wenbin Gan, PhD thesis, Central China Normal University, 2018.

👨🏻‍🎓 Learner Knowledge Assessment

• Journal Knowledge structure enhanced graph representation learning model for attentive knowledge tracing.
  Wenbin Gan, Yuan Sun, and Yi Sun. International Journal of Intelligent Systems, volume 37, pages 2012–2045. Wiley, 2022.

• Journal Knowledge interaction enhanced sequential modeling for interpretable learner knowledge diagnosis in intelligent education systems.
  Wenbin Gan, Yuan Sun, and Yi Sun. Neurocomputing. Elsevier, 2022.

• Journal Modeling learner’s dynamic knowledge construction procedure and cognitive item difficulty for knowledge tracing.
  Wenbin Gan, Yuan Sun, Xian Peng, and Yi Sun. Applied Intelligence, volume 50, pages 3894–3912. Springer, 2020.

• Conference Prerequisite-driven q-matrix refine- ment for learner knowledge assessment: A case study in online learning context.
  Wenbin Gan and Yuan Sun. In Proceedings of the 30th International Conference on Computers in Education (ICCE 2022), pages 1–8, 2022. (Best Paper Award Nominee)

• Conference Explainable learners’ knowledge diagnosis by incorporating learner and domain modeling in intelligent tutoring systems.
  Wenbin Gan and Yuan Sun. In 20th Annual Conference of Japan Association for Research on Testing, pages 1–4, 2022.

• Conference Improving knowledge tracing through embedding based on metapath.
  Chong Jiang, Wenbin Gan, Guiping Su, Yuan Sun, and Yi Sun. In the 29th International Conference on Computers in Education (ICCE), 2021. IEEE, 2021.

• Conference Knowledge interaction enhanced knowledge tracing for learner performance prediction.
  Wenbin Gan, Yuan Sun, and Yi Sun. In 2020 7th International Conference on Behavioural and Social Computing (BESC), pages 1–6. IEEE, 2020. (Best Paper Award Nominee)

• Conference Field-aware knowledge tracing machine by modelling students’ dynamic learning procedure and item difficulty.
  Wenbin Gan, Yuan Sun, Shiwei Ye, Ye Fan, and Yi Sun. In 2019 International conference on data mining workshops (ICDMW). IEEE, 2019.

🤖 Automatic Question Solving for Intelligent Tutoring

• Journal Automatically proving plane geometry theorems stated by text and diagram.
  Wenbin Gan, Xinguo Yu, Ting Zhang, and Mingshu Wang.International Journal of Pattern Recognition and Artificial Intelligence, volume 33, page 1940003. World Scientific, 2019.

• Journal Automatic understanding and formalization of plane geometry proving problems in natural language: a supervised approach.
  Wenbin Gan, Xinguo Yu, and Mingshu Wang.International Journal on Artificial Intelligence Tools, volume 28, page 1940003. World Scientific, 2019.

• Journal Automatic understanding and formalization of natural language geometry problems using syntax-semantics models.
  Wenbin Gan and Xinguo Yu. International Journal of Innovative Computing, Information and Control ICIC International, pages 83–98, 2018.

• Journal A framework for solving explicit arithmetic word problems and proving plane geometry theorems.
  Xinguo Yu, Mingshu Wang, Wenbin Gan, Bin He, and Nan Ye. International Journal of Pattern Recognition and Artificial Intelligence, volume 33, page 1940005. World Scientific, 2019.

• Conference Understanding explicit arithmetic word problems and explicit plane geometry problems using syntax-semantics models.
  Xinguo Yu, Wenbin Gan, and Mingshu Wang. In 2017 International Conference on Asian Language Processing (IALP), pages 247–251. IEEE, 2017.

• Conference Understanding plane geometry problems by integrating relations extracted from text and diagram.
  Wenbin Gan, Xinguo Yu, Chao Sun, Bin He, and Mingshu Wang.In Pacific-Rim Symposium on Image and Video Technology (PSIVT), pages 366–381. Springer, 2017.

• Conference Plane geometry diagram retrieval by using hierarchical searching strategy.
  Wenbin Gan, Xinguo Yu, Sichao Lai, and Lei Xiang.In Proceedings of the International Conference on Internet Multimedia Computing and Service (ICIMCS), pages 201–206, 2016.

• Conference Automatic reconstruction of plane geometry figures in documents.
  Xinguo Yu, Wenbin Gan, Danfeng Yang, and Sichao Lai.In 2015 International Conference of Educational Innovation through Technology (EITT), pages 46–50. IEEE, 2015.

• Conference Preliminary research and development on the problem-solving humanoid machine for k-12 education.
  Xinguo Yu, Danfeng Yang, Wan Ding, and Wenbin Gan.In 2014 International Conference of Educational Innovation through Technology (EITT), pages 99–104. IEEE, 2014.

🧑🏻‍💻 Intelligent Tutoring Systems

• Conference Integrating educational assessment and generative AI for personalized knowledge building: An exploratory study.
  Wenbin Gan, Yuan Sun, and Yu Xinguo. In International Conference on Intelligent Education and Intelligent Research (IEIR 2024)., pages 1–8. IEEE, 2024.

• Conference IoT-based multimodal analysis for smart education: Current status, challenges and opportunities.
  Wenbin Gan, Minh Son Dao, Koji Zettsu, and Yuan Sun. In the Workshop on Intelligent Cross-Data Analysis and Retrieval (ICDAR), ACM International Conference on Multimedia Retrieval (ACM ICMR 2022), pages 1–9. ACM, 2022.

• Conference AI-Tutor: Generating tailored remedial questions and answers based on cognitive diagnostic assessment.
  Wenbin Gan, Yuan Sun, Shiwei Ye, Ye Fan, and Yi Sun.In 2019 6Th International Conference on Behavioural and Social Computing (BESC), pages 1–6. IEEE, 2019.

• Journal SBTM: A joint sentiment and behaviour topic model for online course discussion forums.
  Xian Peng, Qinmei Xu, and Wenbin Gan. Journal of Information Science, page 0165551520917120. SAGE Publications Sage UK: London, England, 2020.

• Journal Mining learners’ topic interests in course reviews based on like-LDA model.
  Xian Peng, Sanya Liu, Zhi Liu, Wenbin Gan, and Jianwen Sun. International Journal of Innovative Computing, Information and Control, volume 12, pages 2099–2110, 2016.

🎯 General Education (Adaptive Driver Coaching), Multimodal Big Data Analysis for Human Wellness

• Conference Simulated Insight, Real-World Impact: Enhancing Driving Safety with CARLA-Simulated Personalized Lessons and Eye-Tracking Risk Coaching. Wenbin Gan, Dao Minh-Son, and Zettsu Koji. 27th ACM International Conference on Multimodal Interaction (ICMI 2025).

• Conference Case-based Reasoning Augmented Large Language Model Framework for Decision Making in Realistic Safety-Critical Driving Scenarios. Wenbin Gan, Dao Minh-Son, and Zettsu Koji. Arxiv.

• Conference Smart driving assistance with real-time risk assessment and personalized driving coaching to enhance road safety.
  Wenbin Gan, Dao Minh-Son, and Zettsu Koji. In 31th International Conference on Multimedia Modeling (MMM 2025)., pages 1–8. Springer, 2025

• Conference Drive-clip: Cross-modal contrastive safety-critical driving scenario representation learning and zero-shot driving risk analysis. Wenbin Gan, Dao Minh-Son, and Zettsu Koji. In 30th International Conference on Multimedia Modeling (MMM 2024), pages 1–12. Springer, 2024.

• Conference Procedural driving skill coaching from more skilled drivers to safer drivers: A survey Wenbin Gan, Dao Minh-Son, and Zettsu Koji. In the 4th ACM Workshop on Intelligent Cross-Data Analysis and Retrieval (ICDAR), ACM International Conference on Multimedia Retrieval (ACM ICMR 2023), pages 10–18. ACM, 2023.

• Conference An open case-based reasoning framework for personalized on-board driving assistance in risk scenarios. Wenbin Gan, Dao Minh-Son, and Zettsu Koji. In IEEE International Conference on Big Data (IEEE BigData 2022), pages 1–8, 2022.

• Conference Monitoring and improving personalized sleep quality from long-term lifelogs.
  Wenbin Gan, Dao Minh-Son, and Zettsu Koji. In IEEE International Conference on Big Data (IEEE BigData 2022), pages 1–9, 2022.

📚 Patents

• Patent A method and system for automatic solvingal- gebra word problems in elementary mathematics.
  Xinguo Yu, Wenbin Gan, and Mingshu Wang. China patent. No.201710541317.X, 2018.

• Patent A method and system for automatic solving plane geometry proof problems.
  Xinguo Yu, Wenbin Gan, and Mingshu Wang. China patent. No.201710541369.7, 2018.