Search Results for author: Xinning Zhu

Found 5 papers, 4 papers with code

Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing

1 code implementation3 Sep 2023 Moyu Zhang, Xinning Zhu, Chunhong Zhang, Feng Pan, Wenchen Qian, Hui Zhao

The Knowledge Tracing (KT) task plays a crucial role in personalized learning, and its purpose is to predict student responses based on their historical practice behavior sequence.

Knowledge Tracing Representation Learning +1

Counterfactual Monotonic Knowledge Tracing for Assessing Students' Dynamic Mastery of Knowledge Concepts

1 code implementation7 Aug 2023 Moyu Zhang, Xinning Zhu, Chunhong Zhang, Wenchen Qian, Feng Pan, Hui Zhao

Since students' mastery of knowledge concepts is often unlabeled, existing KT methods rely on the implicit paradigm of historical practice to mastery of knowledge concepts to students' responses to practices to address the challenge of unlabeled concept mastery.

counterfactual Knowledge Tracing

Multi-source Education Knowledge Graph Construction and Fusion for College Curricula

no code implementations8 May 2023 Zeju Li, Linya Cheng, Chunhong Zhang, Xinning Zhu, Hui Zhao

The field of education has undergone a significant transformation due to the rapid advancements in Artificial Intelligence (AI).

graph construction Knowledge Graphs

Multi-Factors Aware Dual-Attentional Knowledge Tracing

1 code implementation10 Aug 2021 Moyu Zhang, Xinning Zhu, Chunhong Zhang, Yang Ji, Feng Pan, Changchuan Yin

In this paper, we propose Multi-Factors Aware Dual-Attentional model (MF-DAKT) which enriches question representations and utilizes multiple factors to model students' learning progress based on a dual-attentional mechanism.

Knowledge Tracing

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