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Open access Aug 2026

A cross-graph tuning-free GNN prompting framework.

GNN prompting aims to adapt models across tasks and graphs without requiring extensive retraining. However, most existing graph prompt methods still require task-specific parameter updates and face the issue of generalizing across graphs, limiting their performance and undermining the core promise of prompting. In this...

Yaqi Chen, Shi-Xun Huang, Lei Wang et al. · 0 citations
Book Open access Aug 2026

HiLLM-CD: LLM-Enhanced Hierarchical Cognitive Diagnosis

Cognitive diagnosis (CD) aims to infer students' latent proficiencies from their exercise responses. While most existing approaches are optimized primarily for response prediction, such prediction-oriented training can yield less reliable proficiency. Moreover, representing proficiency as independent concept-wise varia...

Yuquan Xie, Wan-Qi Yang, Bo Zhang et al. · 0 citations

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