Sunil Nishad

GraphReach: Position-Aware Graph Neural Network using Reachability Estimations

Majority of the existing graph neural networks(GNN) learn node embeddings that encode their local neighborhoods but not their positions. Consequently, two nodes that are vastly distant but located in similar local neighborhoods map to similar embeddings in those networks. This limitation prevents ac…