2 citations · 2 across the 3 of their papers we have counts for
3 papers
Stochastic Subgraph Neighborhood Pooling for Subgraph Classification
Shweta Ann Jacob, Paul Louis, Amirali Salehi-Abari
Subgraph classification is an emerging field in graph representation learning where the task is to classify a group of nodes (i.e., a subgraph) within a graph. Subgraph classificat…
Simplifying Subgraph Representation Learning for Scalable Link Prediction
Paul Louis, Shweta Ann Jacob, Amirali Salehi-Abari
Link prediction on graphs is a fundamental problem. Subgraph representation learning approaches (SGRLs), by transforming link prediction to graph classification on the subgraphs ar…
Sampling Enclosing Subgraphs for Link Prediction
Paul Louis, Shweta Ann Jacob, Amirali Salehi-Abari
Link prediction is a fundamental problem for graph-structured data (e.g., social networks, drug side-effect networks, etc.). Graph neural networks have offered robust solutions for…