Breaking Structural Isolation: Scalable Graph Clustering via Community-Aware Sampling and Structural Entropy

Jingyun Zhang, Hao Peng, Jianxin Li +2

Unsupervised graph clustering is a fundamental technique for uncovering underlying semantic patterns in large-scale networks. Although Graph Contrastive Learning has demonstrated p…