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Information Processing Dynamic Graph For Knowledge Tracing
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AI
DOI：10.1016/j.ipm.2025.104331.png)
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Abstract
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• We simulated students’ problem-solving processes during response exercises through the deconstruction of information processing theory. • We proposed a novel DLKT model named IPDGKT. It can fully simulate the process of students from exercise to knowledge absorption. • We conducted extensive experiments on three publicly available datasets, and the results demonstrated the effectiveness of IPDGKT.
Keywords:
Knowledge tracing
Information processing theory
Deep learning
Online learning system
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Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining
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Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data MiningIF0
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