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Knowledge-guided course recommendation in MOOCs with cross-graph and forgetting-aware cross-attention | Synapse
March 3, 2026
Knowledge-guided course recommendation in MOOCs with cross-graph and forgetting-aware cross-attention
YZ
Yangtao Zhou
QL
Qingshan Li
RL
Ruoyu Li
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Puntos clave
Improved course recommendation accuracy indicates potential benefits for learner engagement and knowledge acquisition.
The analysis leverages a cross-graph framework, enhancing the recommendation process based on diverse learning resources.
By utilizing forgetting-aware cross-attention, the model adapts to learners' evolving preferences and needs over time.
The approach may enable more effective personalized learning experiences in the MOOC environment, addressing the diverse needs of learners.
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Zhou et al. (Tue,) studied this question.
synapsesocial.com/papers/69a76096c6e9836116a2d797
https://doi.org/https://doi.org/10.1016/j.asoc.2026.114768
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