Open access
Sep 2026
Adaptive teaching assistance model combining generative AI and big data analytics
The findings suggest that the proposed closed-loop system provides a promising algorithmic framework for personalized feedback in music education, but educational statements should be interpreted within the scope of testing conditions and technical proxy indicators reported.
Zhi-Yun Zhu, Chen Luo, Li-Juan Li
· Frontiers in Psychology · 0 citations