Local and global structure-aware contrastive framework for entity alignment

Cunda Wang, Weihua Wang, Qiuyu Liang, Guanglai Gao

Abstract: Highlights•We propose capturing the global structure of entities by leveraging Singular Value Decomposition.•We propose Residual Gating Mechanism to reduce noise and mitigate oversmoothing.•We demonstrate the effectiveness and superiority of our method through experiments.