Algorithm & Dataset:
[KDD'26] From Memorization to Creation: Evaluating the Cognitive Depth of LLM‑Generated Educational Questions, KDD 2026.
[ACL'25] MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection, ACL 2025. (ACL Industry Oral) [arXiv]
[ACL'25] Ask-Before-Detection: Identifying and Mitigating Conformity Bias in LLM-Powered Error Detector for Math Word Problem Solutions, ACL 2025. [arXiv]
[EMNLP'25] UniEDU: A Unified Language and Vision Assistant for Education Applications, EMNLP 2025. [arXiv]
[AAAI'25] AI-Driven Virtual Teacher for Enhanced Educational Efficiency: Leveraging Large Pretrain Models for Autonomous Error Analysis and Correction, AAAI 2025. (AAAI/IAAI 2025 Innovative Application Award) [arXiv]
[AAAI'25] Knowledge Tagging with Large Language Model based Multi-Agent System, AAAI 2025. (AAAI/IAAI 2025 Innovative Application Award) [arXiv]
[AI Magazine'25] Multimodal AI Teacher: Integrating Edge Computing and Reasoning Models for Enhanced Student Error Analysis, AAAI AI Magazine, 2025. [paper]
[arXiv'24] ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection, arXiv 2024. [arXiv]
[arXiv'24] Knowledge Tagging System on Math Questions via LLMs with Flexible Demonstration Retriever, arXiv 2024. [arXiv]
[arXiv'24] Evaluating Large Language Models with Educational Knowledge Graphs: Challenges with Prerequisite Relationships and Multi-Hop Reasoning, arXiv 2024. [arXiv] [repo]
[arXiv'25] From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education, arXiv 2025. [arXiv]
[arXiv'25] Corrections Meet Explanations: A Unified Framework for Explainable Grammatical Error Correction, arXiv 2025. [arXiv]
Education with Psychology & Culture:
[NeurIPS'24] CulturePark: Boosting Cross-cultural Understanding in Large Language Models, NeurIPS 2024. [arXiv]
[arXiv'25] CultureVLM: Characterizing and Improving Cultural Understanding of Vision-Language Models for over 100 Countries, arXiv 2025. [arXiv]
[arXiv'24] Mind Scramble: Unveiling Large Language Model Psychology Via Typoglycemia, arXiv 2024. [arXiv]
Survey & Position & Perspective:
[EMNLP'25] Position: LLMs Can be Good Tutors in Foreign Language Education, EMNLP 2025. [arXiv]
[EMNLP'25] LLM Agents for Education: Advances and Applications, EMNLP 2025. [arXiv]
[SPM'25] Large Language Models for Education: A Survey and Outlook, IEEE Signal Processing Magazine, 2025. [arXiv]
[CAI'25] IEEE AI Standards for Agentic Systems, IEEE CAI 2025. [arXiv]
[IS'24] Foundation Models for Education: Promises and Prospects, IEEE Intelligent Systems, 2024. [arXiv]
[arXiv'24] Bringing Generative AI to Adaptive Learning in Education, 2024. [arXiv]
[arXiv'24] Time Series Analysis for Education: Methods, Applications, and Future Directions, 2024. [arXiv]
[arXiv'24] Developing and Deploying Industry Standards for Artificial Intelligence in Education (AIED): Challenges, Strategies, and Future Directions, 2024. [arXiv]
[IEEE ICHMS'25 Keynote] Qingsong Wen, "AI for Education: An Industrial Perspective", Invited Keynote Talk @ 2025 IEEE International Conference on Human-Machine Systems (IEEE ICHMS'25), Abu Dhabi, UAE, May 2025. [Website]
[IEEE SMC'25 Tutorial] Tianlong Xu, Aoxiao Zhong, Joleen Liang, Qingsong Wen, "Advancing Human-Machine Systems in Education: Socratic AI Tutoring for Personalized Math Education," Tutorial at the 2025 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC'25), Vienna, Austria, Oct. 2025. [Website]
AAAI Workshop on AI for Education: Tools, Opportunities, and Risks in the Generative AI Era (AAAI'25-AI4EDU)
IJCNN Workshop on AI Innovations for Education: Transforming Teaching and Learning through Cutting-Edge Technologies (IJCNN25-AI4EDU)
KDD Workshop on AI for Education: Advancing Personalized Education with LLM and Adaptive Learning (KDD'24-AI4EDU)
IEEE CAI Workshop on AI for Education: Exploring LLMs and Adaptive Learning for Personalized Education (CAI'24-AI4EDU)