2 papers
cs.LG2025
Leap: Inductive Link Prediction via Learnable TopologyAugmentation
Ahmed E. Samy, Zekarias T. Kefato, Sarunas Girdzijauskas
Link prediction is a crucial task in many downstream applications of graph machine learning. To this end, Graph Neural Network (GNN) is a widely used technique for link prediction,…
cs.LG2024
Data-Driven Self-Supervised Graph Representation Learning
Ahmed E. Samy, Zekarias T. Kefatoa, Sarunas Girdzijauskasa
Self-supervised graph representation learning (SSGRL) is a representation learning paradigm used to reduce or avoid manual labeling. An essential part of SSGRL is graph data augmen…