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In 2025

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IEEE Transactions on Learning…

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AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive Modeling

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Hao Zhou; Wenge Rong; Jianfei Zhang; Qing Sun; Yuanxin Ouyang; Zhang Xiong – IEEE Transactions on Learning Technologies, 2025

Knowledge tracing (KT) aims to predict students' future performances based on their former exercises and additional information in educational settings. KT has received significant attention since it facilitates personalized experiences in educational situations. Simultaneously, the autoregressive (AR) modeling on the sequence of former exercises…

Descriptors: Learning Experience, Academic Achievement, Data, Artificial Intelligence