A Multi-Layer Attention Knowledge Tracking Method with Self-Supervised Noise Tolerance

The knowledge tracing method based on deep learning is used to assess learners’ cognitive states, laying the foundation for personalized education. However, deep learning methods are inefficient when processing long-term series data and are prone to overfitting. To improve the accuracy of cognitive...

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Bibliographic Details
Main Authors: Haifeng Wang, Hao Liu, Yanling Ge, Zhihao Yu
Format: Article
Language:English
Published: MDPI AG 2025-08-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/15/15/8717
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