Graph embedding systems and apparatus
AssigneeBenevolentai Technology Limited
InventorsAaron SIM, Maciej Ludwick Wiatrak, Angus Richard Greville Brayne, Paidi CREED, Saee Paliwal
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Abstract
Methods and apparatus are provided for generating an embedding of a graph. The graph includes a plurality of nodes and each node includes a connection to another one or more of the nodes. The method including and/or apparatus configured to: receiving data representative of at least a portion of the graph; transforming the nodes of the graph into a non-Euclidean geometry; iteratively updating an embedding model based the transformed nodes in the non-Euclidean geometry based on a causal loss function and a link prediction function associated with the non-Euclidean geometry.
Claims25
A computer-implemented method of generating an embedding of a graph, wherein the graph comprises nodes and each node includes a connection to another one or more of the nodes, the computer-implemented method comprising:
- receiving data representative of at least a portion of the graph;
- transforming the nodes of the graph into a non-Euclidean geometry;
- and
- iteratively updating an embedding model based the transformed nodes in the non-Euclidean geometry based on a causal loss function and a link prediction function associated with the non-Euclidean geometry.
Dependencies are inferred from the claim text.