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Sep 2026

Semantic-Aware Heterogeneous Graph Learning for Fake News Detection.

While heterogeneous graph learning (HGL) is a promising approach for fake news detection, current methods struggle to capture complex relationships among neighborhoods due to their reliance on binary interactions. This limitation can lead to missed critical information and jeopardize performance. We address this issue...

Shuo Yu, Yu-Peng Gao, Jing Ren et al. · 0 citations
Book Open access Aug 2026

HiBrain: Hierarchical Prototype Learning on Multimodal Brain Graphs for Stage-Aware Biomarker Discovery

Experiments on multimodal AD and PD datasets demonstrate consistent improvements over state-of-the-art baselines in multi-stage classification tasks, highlighting the interpretability and scientific utility of the proposed framework for neurodegenerative disease analysis.

Jing Ren, Kefan Yang, Le Linh Dan Nguyen et al. · 1 citation

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