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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

Research article (Discover Artificial Intelligence, 2025) · cited 13× · AI/ML
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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

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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 is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). 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. Retrieved May 24, 2026, from https://4ort.xyz/entity/personalized-learning-path-planning-for-higher-education-based-on-deep-generative-models-and-quantum-machine-learning-a-
MLA “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.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/personalized-learning-path-planning-for-higher-education-based-on-deep-generative-models-and-quantum-machine-learning-a-.
BibTeX @misc{4ortxyz_personalized-learning-path-planning-for-higher-education-based-on-deep-generative-models-and-quantum-machine-learning-a-_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{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}}, year = {2026}, url = {https://4ort.xyz/entity/personalized-learning-path-planning-for-higher-education-based-on-deep-generative-models-and-quantum-machine-learning-a-}, note = {Accessed: 2026-05-24}}
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