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Mingliang Hou

3 accepted papers

2026

PoemDirector: A Multi-Agent Context-Adaptive Instructional Mode Selection Framework for Chinese Classical Poetry Video Generation

IJCAI 2026

Classical poetry is a significant component of aesthetics and cultural inheritance in China's K–12 language education, and web-based instructional videos have become the primary way students can learn about classical poetry. However, current approaches have failed to produce both high-quality explan

Cited by 0Scholar
2025

Cognitive Fluctuations Enhanced Attention Network for Knowledge Tracing

AAAI 2025technical

Knowledge tracing (KT) involves using the historical records of student-learning interactions to anticipate their performance on forthcoming questions. Central to this process is the modeling of human cognition to gain deeper insights into how knowledge is acquired and retained. Human cognition is c…

Cited by 0SourcePDFScholar
2025

Denoised Attention and Question-Augmented Representations for Knowledge Tracing

IJCAI 2025

Knowledge tracing (KT) is an essential task in online education systems. It aims to predict the future performance of students based on their historical learning interaction data. Despite significant advancements in attention-based KT models, they still face some limitations: inaccurate input repres