Less is More: Towards Simple Graph Contrastive Learning
arXiv:2509.25742v4 Announce Type: replace
Abstract: Graph Contrastive Learning (GCL) has shown strong promise for unsupervised graph representation learning, yet its effectiveness on heterophilic graphs, where connected nodes often belong to different…