New era of artificial intelligence in education: Towards a sustainable multifaceted revolution
The recent high performance of ChatGPT on several standardized academic tests has thrust
the topic of artificial intelligence (AI) into the mainstream conversation about the future of …
the topic of artificial intelligence (AI) into the mainstream conversation about the future of …
Knowledge tracing: A survey
Humans' ability to transfer knowledge through teaching is one of the essential aspects for
human intelligence. A human teacher can track the knowledge of students to customize the …
human intelligence. A human teacher can track the knowledge of students to customize the …
A novel framework for deep knowledge tracing via gating-controlled forgetting and learning mechanisms
In this paper, we propose a framework called Gating-controlled Forgetting and Learning
mechanisms for Deep Knowledge Tracing (GFLDKT for short). In GFLDKT, two gating …
mechanisms for Deep Knowledge Tracing (GFLDKT for short). In GFLDKT, two gating …
Monitoring student progress for learning process-consistent knowledge tracing
Knowledge tracing (KT) is the task of tracing students' evolving knowledge state during
learning, which has improved the learning efficiency. To facilitate KT's development, most …
learning, which has improved the learning efficiency. To facilitate KT's development, most …
Multiple learning features–enhanced knowledge tracing based on learner–resource response channels
Knowledge tracing is a crucial task that involves modeling learners' knowledge levels and
predicting their future learning performance. However, traditional deep knowledge tracing …
predicting their future learning performance. However, traditional deep knowledge tracing …
DGEKT: a dual graph ensemble learning method for knowledge tracing
Knowledge tracing aims to trace students' evolving knowledge states by predicting their
future performance on concept-related exercises. Recently, some graph-based models have …
future performance on concept-related exercises. Recently, some graph-based models have …
Question-response representation with dual-level contrastive learning for improving knowledge tracing
Y Zhao, H Ma, J Wang, X He, L Chang - Information Sciences, 2024 - Elsevier
Question-response representation (aka. embedding) lies at the core for knowledge tracing,
which is pivotal to model students' evolving knowledge states for predicting their future …
which is pivotal to model students' evolving knowledge states for predicting their future …
[PDF][PDF] New Era of Artificial Intelligence in Education: Towards a Sustainable Multifaceted Revolution. Sustainability 2023, 15, 12451
The recent high performance of ChatGPT on several standardized academic tests has thrust
the topic of artificial intelligence (AI) into the mainstream conversation about the future of …
the topic of artificial intelligence (AI) into the mainstream conversation about the future of …
Improving knowledge tracing via a heterogeneous information network enhanced by student interactions
Abstract Knowledge tracing (KT) aims to evaluate the knowledge state of students based on
their coursework interactions in an intelligent tutoring system (ITS). It is the most fundamental …
their coursework interactions in an intelligent tutoring system (ITS). It is the most fundamental …
A Review of Data Mining in Personalized Education: Current Trends and Future Prospects
Personalized education, tailored to individual student needs, leverages educational
technology and artificial intelligence (AI) in the digital age to enhance learning effectiveness …
technology and artificial intelligence (AI) in the digital age to enhance learning effectiveness …