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Information Processing Dynamic Graph For Knowledge Tracing

delete2025-08-07
delete0
PRE
AI
X
Xiong Xiao
S
Shengyingjie Liu
Y
Yue Li
X
Xiuling He *
J
Jing Fang
Y
Yangyang Li
DOI：10.1016/j.ipm.2025.104331delete
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Abstract

Abstract

En 中文
• 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

Journal

I
Information Processing and Management
IF:
6.9
Papers:
5.2K
Citations:
1.4W

Organization

No organization information available