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cs.LG2025
Dual Refinement Cycle Learning: Unsupervised Text Classification of Mamba and Community Detection on Text Attributed Graph
Hong Wang, Yinglong Zhang, Hanhan Guo +2
Pretrained language models offer strong text understanding capabilities but remain difficult to deploy in real-world text-attributed networks due to their heavy dependence on label…
cs.LG2025
Parameter-Free Structural-Diversity Message Passing for Graph Neural Networks
Mingyue Kong, Yinglong Zhang, Chengda Xu +2
Graph Neural Networks (GNNs) have shown remarkable performance in structured data modeling tasks such as node classification. However, mainstream approaches generally rely on a lar…