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Changqian Wang

3 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

Enhancing Cognitive Diagnosis Using Un-interacted Exercises: A Collaboration-Aware Mixed Sampling Approach

AAAI 2024technical

Cognitive diagnosis is a crucial task in computer-aided education, aimed at evaluating students' proficiency levels across various knowledge concepts through exercises. Current models, however, primarily rely on students' answered exercises, neglecting the complex and rich information contained in u…