# 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

**Wikidata**: [openalex:W4408959745](https://www.wikidata.org/wiki/openalex:W4408959745)  
**Source**: https://4ort.xyz/entity/personalized-learning-path-planning-for-higher-education-based-on-deep-generative-models-and-quantum-machine-learning-a-