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Author

Ziyue Qiao

2 papers indexed here

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#artificial intelligence Preprint Oct 2026

Compactness and Consistency: A Conjoint Framework for Deep Graph Clustering

Graph clustering is a fundamental task in data analysis, aiming at grouping nodes with similar characteristics in the graph into clusters. This problem has been widely explored using graph neural networks (GNNs) due to their ability to leverage node attributes and graph topology for effective cluster assignments. Howev...

Wei Ju, Si-Yu Yi, Kang-Jie Zheng et al. · 1 citation
Jul 2026

Von Mises-Fisher Mixture Model with Dynamic Shrinkage for Realistic Test-Time Transduction

This work systematically revisit transduction from the perspective of penalized likelihood estimation (PLE), showing that PLE with a KL-divergence anchor term naturally yields an adaptive shrinkage behavior between prior anchors and empirical estimates.

Jiazhen Huang, Zhiming Liu, Changhu Wang et al. · 2 citations

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