We consider regenerating codes in distributed storage systems where connections between the nodes are constrained by a graph. In this problem, the failed node downloads the information stored at a ...

Graph algorithms consist of a non-linear data structure of nodes (vertices) and edges (relationships between nodes). These programming algorithms are essential for graph manipulation, making them ...

A graph is a symbolic representation of a network consisting of nodes (vertices) and edges (links) that connect these nodes. A vertex, often referred to as a node, represents a terminal point or ...

Both graphs are now represented using the layout from the right above but the color of the vertices are the same on both sides. At inference, our GNN builds node embedding for the vertices of graphs 1 ...

Abstract: We study the problem of erasure correction (node repair) for regenerating codes defined on graphs wherein the cost of transmitting the information to the failed node depends on the graphical ...

What is Graph? Let’s define graph data a bit more formally before we consider machine learning on graphs. There are nodes V and edges E that make up a graph G=(V, E). It is necessary to transform ...