AINeutralarXiv – CS AI · 6h ago5/10
🧠
Advanced Mathematics Learning Behavior Prediction and Academic Early Warning Model Based on Multimodal Data Analysis
Researchers have developed an AI system using multimodal data analysis to predict at-risk mathematics students and provide early academic warnings. The framework combines knowledge graphs with temporal modeling to identify students struggling with complex concepts and enable timely interventions that improve learning outcomes.