Personalized learning path planning for higher education based on deep generative models and quantum machine learning: a multimodal learning analysis method integrating transformer, adversarial training and quantum state classification

Personalized learning path planning for higher education based on deep generative models and quantum machine learning: a multimodal learning analysis method integrating transformer, adversarial training and quantum state classification

Abstract In the field of personalized learning path planning for higher education, traditional methods lack in-depth analysis of students' dynamically changing learning status and interests, resulting in insufficient personalization, and focus on the analysis of a single data type, making it di...

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Bibliographic Details
Main Authors: Changzhi Sun, Shijie Huang, Banghui Sun, Shiwei Chu
Format: Article
Language:English
Published: Springer 2025-03-01
Series:Discover Artificial Intelligence
Subjects:
Learning path planning
Deep generative model
Transformer model
Adversarial training
Quantum state classification
Online Access:https://doi.org/10.1007/s44163-025-00252-6
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https://doi.org/10.1007/s44163-025-00252-6

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