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Publications

Journal articles, conference proceedings, presentations, posters, and thesis work listed.

2026

7 entries

Journal Article

2026

Balancing AI responsibility with privacy, safety, and utility: Unlearning in large language models for mathematics education

Li, C., Gülfidan, G., & Zhang-Kopf, Y.

Computers and Education: Artificial Intelligence, 11, 100642.

Conference Proceedings

2026

When to stop? An experimental study on AI teachable agent stopping mechanisms and their learning affordance in mathematics

Zhang-Kopf, Y., Li, C., Gülfidan, G., Li, H., Castaneda-Rios, M., Guo, R., Song, Y., & Xing, W.

In E. G. Blanchard, G. Chen, M. Chi, & S. Isotani (Eds.), Artificial intelligence in education: AIED 2026 (Vol. 16582, pp. 247–261). Springer.

Paper Presentation

2026, January 26

Does AI-powered teachable agent benefit students evenly? A look at the relationship between individual characteristics and state mathematical exam results

Zhang-Kopf, Y., Li, C., Gülfidan, G., Li, H., & Guo, R.

AAAI 2026 Workshop on AI for Education: On Opportunities and Challenges of Large Multimodal Models in Education, Singapore.

Paper Presentation

2026, January 26

When to stop? An experimental study on AI teachable agent stopping mechanisms and their learning affordances in mathematics

Zhang-Kopf, Y., Li, C., Gülfidan, G., Li, H., Song, Y., Guo, R., & Xing, W.

AAAI 2026 Workshop on AI for Education: On Opportunities and Challenges of Large Multimodal Models in Education, Singapore.

Poster Presentation

2026, April 8–12

LLM-generated knowledge graphs for analyzing the association between student participation and learning in online math discussions

Li, C., Lyu, B., Gülfidan, G., Wu, L., & Guo, R.

American Educational Research Association Annual Meeting, Los Angeles, CA, United States.

Paper Presentation

2026, April 8–12

Exploring tutoring strategies and dropout patterns in online math learning via big data and LLMs

Gülfidan, G., Li, C., Lyu, B., & Wu, L.

American Educational Research Association Annual Meeting, Los Angeles, CA, United States.

Paper Presentation

2026, April 8–12

From emotion to learning: How teachable agents’ personality shapes math learning

Lyu, B., Li, C., Li, H., Gülfidan, G., Wu, L., & Guo, R.

American Educational Research Association Annual Meeting, Los Angeles, CA, United States.

2025

5 entries

Conference Poster

2025, October 20

Exploring tutoring strategies and student dropout: AI-integrated survival analysis with LLMs using educational big data

Gülfidan, G., Li, C., Lyu, B., & Wu, L.

AECT International Convention 2025, Las Vegas, NV, United States.

Conference Proceedings

2025

Text-based teachable agents in math learning: Examining the effects of tone and emojis on student–agent interaction and knowledge application

Lyu, B., Li, C., Li, H., Xing, W., Gülfidan, G., & Wu, L.

In A. I. Cristea, E. Walker, Y. Lu, O. C. Santos, & S. Isotani (Eds.), Artificial intelligence in education (AIED 2025) (Lecture Notes in Computer Science, Vol. 15880). Springer.

Conference Poster

2025, October 20

Associating social roles with knowledge structure construction in online math discussions based on LLM-generated knowledge graphs

Li, C., Lyu, B., Yan, Z., Wu, L., & Gülfidan, G.

AECT International Convention 2025, Las Vegas, NV, United States.

Conference Presentation

2025, October 21

Enhancing fairness in AI-based text classification for mathematics education

Wu, L., Li, C., Lyu, B., & Gülfidan, G.

AECT International Convention 2025, Las Vegas, NV, United States.

Conference Presentation

2025, October 22

Teachable agents as learning partners: How tone and emojis shape student interaction and knowledge application

Lyu, B., Li, C., Li, H., Xing, W., Gülfidan, G., & Wu, L.

AECT International Convention 2025, Las Vegas, NV, United States.

2023

1 entry

Master's Thesis

2023

Exploring the relations between practice and test scores: A learning analytics study using process mining and correlation analysis with an online practice supplement

Gülfidan, G.

Middle East Technical University, Turkey.