arxivcs.LGcs.AI2026-07-13
Structure-Feature Aligned Graph Learning via Alternating Constrained Optimization
We introduce a constrained two-view framework for node prediction that aligns structure-conditioned GNN embeddings with a structure-free feature prior learned by an anchor model. Conventional Graph Neural Networks (GNNs) couple feature transformation and neighborhood aggregation,…