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Siyu Song

4 accepted papers

2025

AD4CD: Causal-Guided Anomaly Detection for Enhancing Cognitive Diagnosis

AAAI 2025technical

Cognitive diagnosis is a key task in computer-aided education, aimed at assessing a students' proficiency in specific knowledge concepts based on their responses to exercises. However, existing cognitive diagnosis models often overlook anomalies in students and exercises. For instance, some students…

2025

Explicit and Implicit Examinee-Question Relation Exploiting for Efficient Computerized Adaptive Testing

AAAI 2025technical

Computerized adaptive testing(CAT) is a crucial task in computer-aided education, which aims to adaptively select suitable question to diagnose examinees' ability status. Existing CAT approaches enhance selection performance by exploring examinee-question(E-Q) relation. These approaches either exclu…

Cited by 0SourcePDFScholar
2024

DGCD: An Adaptive Denoising GNN for Group-level Cognitive Diagnosis

IJCAI 2024poster

Group-level cognitive diagnosis, pivotal in intelligent education, aims to effectively assess group-level knowledge proficiency by modeling the learning behaviors of individuals within the group. Existing methods typically conceptualize the group as an abstract entity or aggregate the knowledge leve…

2024

MambaTree: Tree Topology is All You Need in State Space Model

NeurIPS 2024spotlight

The state space models, employing recursively propagated features, demonstrate strong representation capabilities comparable to Transformer models and superior efficiency. However, constrained by the inherent geometric constraints of sequences, it still falls short in modeling long-range dependencie…

Cited by 1SourcePDFScholar