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27th AIED 2026: Seoul, South Korea - Part I
- Emmanuel G. Blanchard, Guanliang Chen

, Min Chi
, Seiji Isotani
:
Artificial Intelligence in Education - 27th International Conference, AIED 2026, Seoul, South Korea, June 27-July 3, 2026, Proceedings, Part I. Lecture Notes in Computer Science 16581, Springer 2027, ISBN 978-3-032-29743-3 - Clayton Cohn

, Siyuan Guo
, Surya Rayala, Hanchen David Wang
, Naveeduddin Mohammed
, Umesh Timalsina
, Shruti Jain
, Angela Eeds, Menton M. Deweese
, Pamela Osborn Popp
, Rebekah Stanton, Shakeera Walker, Meiyi Ma
, Gautam Biswas
:
Evidence-Decision-Feedback: Theory-Driven Adaptive Scaffolding for LLM Agents. 1-16 - Arijit Chakma, Peng He

, Zeyuan Wang, Honglu Liu, Tingting Li
, Tiffany D. Do
, Feng Liu
:
DrawSim-PD: Simulating Student Science Drawings to Support NGSS-Aligned Teacher Diagnostic Reasoning. 17-32 - Jeevan Chapagain, Vasile Rus:

Enhancing Intelligent Tutoring Systems with Instruction-Tuned LLMs: Automated Assessment of Student Code Comprehension. 33-47 - Ziv Fenigstein, Kobi Gal

, Avi Segal
, Osama Swidan
, Inbal Israel, Hassan Ayoob, Otman Jaber
:
Automatically Inferring Teachers' Geometric Content Knowledge: A Skills Based Approach. 48-62 - Jocelyn Beauchesne, Christine Maroti, Jeshua Bratman, Jerome Pesenti, Laurence Holt, Alex Tambellini, Allison McGrath, Matthew Guo, Sarah Peterson:

Personalized AI Practice Replicates Learning Rate Regularity at Scale. 63-77 - Xueyi Li

, Tianqiao Liu
, Jiaqi Zheng
, Zitao Liu
, Yongdong Wu
, Weiqi Luo
:
Benchmarking Scientific Formula Vocalization in Large Speech Language Models Toward Accessible Learning. 78-93 - Nizam Kadir

:
From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring. 94-109 - Dingjie Song, Tianlong Xu, Yifan Zhang, Hang Li, Zhiling Yan, Xing Fan, Haoyang Li, Lichao Sun, Qingsong Wen:

Can MLLMs Read Students' Minds? Unpacking Multimodal Error Analysis in Handwritten Math. 110-124 - Sungjin Nam

:
Prompt Optimization with Verifiable Rewards for Synthetic Essay Generation. 125-139 - Liang Zhang

, Jiangyiyang Zhu, Yan Ma:
Generating Personalized Programming Exercises via Cognitive State Graphs and ZPD-Driven Prompting. 140-155 - Eamon Worden

, Morgan P. Lee
, Abubakir Siedahmed
, Adam Sales
, Jiayi Zhang
, Roee Shraga
, Neil T. Heffernan
:
Short, Long, or Affective: Evaluating LLM-Generated Feedback Styles for Student Learning. 156-170 - Mingyu Feng

, Ethan Prihar
, Natalie Brezack
:
Developing and Evaluating a Large Language Model-Based Tool for Qualitative Analysis of Teacher Interviews. 171-186 - Muntasir Hoq

, Griffin Pitts
, Bradford W. Mott
, Seung Y. Lee
, Jessica Vandenberg
, Shuyin Jiao
, Narges Norouzi
, James C. Lester
, Bita Akram
:
An Explainable AI Assistant for Introductory Programming Education: Improving Feedback Reliability with Instructor-AI Collaboration. 187-201 - Md. Mirajul Islam

, Rajesh Debnath
, Adittya Soukarjya Saha
, Min Chi
:
Hierarchical Apprenticeship Learning from Imperfect Demonstrations with Evolving Rewards. 202-217 - Supakit Boonsongprasert

, Sachin Pathak, Chris Song, Lujie Karen Chen
:
Beyond Show and Tell: Explainable AI-Supported Feedback for Developing Data Visualization Sense-Making Skills. 218-232 - Fareya Ikram

, Nischal Ashok Kumar
, Junyang Lu
, Hunter McNichols, Candace A. Walkington
, Neil T. Heffernan
, Andrew S. Lan
:
A Multi-agent Approach to Validate and Refine LLM-Generated Personalized Math Problems. 233-247 - Junyuan Liang

, Qi Zhou
, Sahan Bulathwela
, Mutlu Cukurova
:
Gaze to Insight: A Scalable AI Approach for Detecting Gaze Behaviours in Face-To-Face Collaborative Learning. 248-262 - Xingming Li, Runke Huang

, Yanan Bao, Yuye Jin, Yuru Jiao, Qingyong Hu
:
When AI Meets Early Childhood Education: Large Language Models as Assessment Teammates in Chinese Preschools. 263-278 - Khiem Hoang Truong, Duc-Tuan Luu

, Duong Ngoc Hao
, Dang Van Thin
, Ngan Luu-Thuy Nguyen
:
From Slides to Exams: A Multi-agent Human-AI System for Collaborative Assessment Design. 279-293 - Hang Li, Kaiqi Yang, Yucheng Chu, Ahreum Han, Rui Meng, Yasemin Copur-Gencturk, Hui Liu:

i-vip: A LLM-Driven Multi-agent System for Professional Development of Mathematics Teachers. 294-308 - Tatyana Bukina

, Marina V. Khramova
, Nikita Smirnov
, Semen A. Kurkin
, Alexander E. Hramov
:
A Neuro-Symbolic Approach to Extracurricular Activity Recommendation Based on Cognitive Profiling. 309-324 - Tengju Li, Penghe Cheng, Jiong Wang, Ding Yu, Hao Wu, Yu Lu:

From Problem Solving to Pedagogical Feedback: Student-Centric Tree-of-Thought Reasoning for Student Error Attribution. 325-339 - Yuri Noviello

, Anastasiia Birillo
, Gosia Migut
:
ANVIL: Analogies and Videos for Lecturers. 340-354 - Yoshimitsu Miyazawa

, Maomi Ueno
:
Process-Integrated IRT: Enhancing Ability Estimation in Computer-Based Programming Assessments Through Response Process Data. 355-369 - Xinyu Zhu, Fei Jiang, Xiaoqing Gu

, Gong Wang
:
New Intent Discovery for Educational Dialogue Texts via Semantic-Aware Data Augmentation. 370-384 - Robinson Ferrer, Damla Turgut

, Zhongzhou Chen
, Shashank Sonkar
:
When Can We Trust LLM Graders? Calibrating Confidence for Automated Assessment. 385-399 - Fares Fawzi

, Seyed Parsa Neshaei
, Marta Knezevic, Tanya Nazaretsky
, Tanja Käser
:
REFINE: Real-World Exploration of Interactive Feedback and Student Behaviour. 400-415 - Xiaomeng Huang

, Xavier Ochoa
, Dani Hiterer:
The TME Framework: Multimodal Learner Modeling for Active Listening Skills in Collaborative Problem Solving. 416-430 - Masaki Uto

, Ryota Kitakaze:
An Item Response Theory Model for Addressing Halo Effects in Performance Assessment. 431-446 - Naoki Shindo, Masaki Uto

:
LLM-Based Virtual Standardized Patients with Response Excessiveness Suppression via Direct Preference Optimization for Medical Interview Examinations. 447-462 - Phurinat Polasa, Narabodee Rodjananant, Thanapon Thanadunpremdet, Settapun Laoaree, Chonlana Kruawuthikun, Nattapol Kritsuthikul

:
PSC: Personalized Sentence-Level Pronunciation Coaching Framework for Thai EFL Learners. 463-477 - Jingyi Zhao

, Rhodri B. Nelson, Deborah Pelacani Cruz, Matthew D. Piggot:
Building Evidence-Linked Curriculum Knowledge Graphs for Academic Pathway Planning. 478-492 - Naiming Liu, Xinghe Chen

, Richard G. Baraniuk
, Mrinmaya Sachan
, Shashank Sonkar
:
Misconception Acquisition Dynamics in Large Language Models. 493-508 - Youheng Bai

, Shen Han
, Gangyi Tan, Jiahao Chen
, Zitao Liu
, Weiqi Luo
:
Beyond Next-Response Prediction: Evaluating Knowledge State Transition Consistency in Deep Learning Based Knowledge Tracing Models. 509-523 - Chenyu Hou, Hua Yu, Gaoxia Zhu, John Derek Anas, Jiao Liu, Yew Soon Ong:

Grounding Programming Chatbot in Computational Thinking: Design and Evaluation of MazeMate. 524-538 - Zhaohui Li, Peng He

, Zhiyuan Chen, Honglu Liu, Zeyuan Wang, Tingting Li
, Jinjun Xiong
:
SciEval: A Benchmark for Automatic Evaluation of K-12 Science Instructional Materials. 539-554 - Masaki Uto

:
Has Automated Essay Scoring Reached Sufficient Accuracy? Deriving Achievable QWK Ceilings from Classical Test Theory. 555-570 - Lin Li

, Mohammad Amin Samadi
, Jingyun Wu
, Linxuan Zhao
, Nia Nixon
, Jamaal Matthews
:
Automated Multimodal Transcription for Belonging-Centered Classroom Interaction Analysis: Opportunities and Challenges. 571-585 - Likai Peng

, Shihui Feng
:
Single-Agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors. 586-600 - Yuang Wei

, Ruijia Li
, Bo Jiang
:
SLOW: Strategic Logical-Inference Open Workspace for Cognitive Adaptation in AI Tutoring. 601-615 - Luyên Ngoc Lê, Marie-Hélène Abel, Bertrand Laforge:

From Learning Resources to Competencies: LLM-Based Tagging with Evidence and Graph Constraints. 616-631 - Jiajia Song, Zhihan Guo, Jionghao Lin

:
Simulating Novice Students Using Machine Unlearning and Relearning in Large Language Models. 632-646

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