Nonlinear Adaptive Optimization of Multi-Modal Learning Paths Using Graph Convolutional Networks and Reinforcement Learning for Intelligent Educational Systems

Published Online: Mar 17, 2025

Received: Oct 19, 2024

Accepted: Feb 04, 2025

DOI: https://doi.org/10.2478/amns-2025-0829

Keywords

Graph Convolutional Networks (GCN), Attention Mechanism, Personalized Learning Recommendation, Multi-Modal Data Fusion, Temporal Behavior Modeling, Reinforcement Learning, Nonlinear Mathematical Modeling, Educational Technology

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