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Author

Xianyong Li

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#graph neural networks Oct 2026

Community detection via graph attention auto-encoders and decoders with non-negative matrix factorization

A community detection via graph attention auto-encoders and decoders with non-negative matrix factorization (GA-NMF) with self-training module in social networks achieves deep fusion and efficient utilization of graph information for community division.

Peng Zhang, Xian-Yong Li, Jun-Yu Nie et al. · 0 citations
Conference 2026

Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry

This paper introduces a prototype-guided modeling approach that leverages natural language prompts to represent confounders, transforming abstract biases into interpretable geometric anchors without auxiliary classifiers, a novel framework that mitigates spurious correlations by manipulating latent space geometry.

Jiasen Gao, Xiaoliang Chen, Duoqian Miao et al. · 0 citations

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