We propose a novel GNN defense algorithm against structural attacks that maliciously modify graph topology.
In this paper, we describe an embedding-based entity recommendation framework for Wikipedia that organizes Wikipedia into a collection of graphs layered on top of each other, learns complementary entity representations from their topology and content, and combines them with a lightweight learning-to-rank approach to recommend related entities on Wikipedia.
Many complex networks in the real world have community structures -- groups of well-connected nodes with important functional roles.
Social and Information Networks Physics and Society
In this work, we propose to use `Ricci flow metric', to define the distance between two nodes in a network.
Social and Information Networks Computational Geometry
Analysis of Internet topologies has shown that the Internet topology has negative curvature, measured by Gromov's "thin triangle condition", which is tightly related to core congestion and route reliability.
Social and Information Networks Computational Geometry Networking and Internet Architecture Physics and Society