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 by Changzhi Sun, Shijie Huang, Banghui Sun, Shiwei Chu

“…This paper proposes a multimodal learning analysis method for personalized learning path planning in higher education, addressing the limitations of traditional methods that do not account for dynamic changes in students' learning behaviors and interests. …”
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