A Signed Graph Approach to Understanding and Mitigating Oversmoothing in GNNs

Jiaqi Wang, Xinyi Wu, James Cheng +1

Deep graph neural networks (GNNs) often suffer from oversmoothing, where node representations become overly homogeneous with increasing depth. While techniques like normalization,…