Let’s Be Honest About The Ranking Power Of Links

Links As Trust And Context Signals, Not Drivers Of Ranking Links increasingly function to confirm that a site is legitimate ...
IEEE

Mind the Label Shift of Augmentation-based Graph OOD Generalization

Abstract: Out-of-distribution (OOD) generalization is an important issue for Graph Neural Networks (GNNs). Recent works employ different graph editions to generate augmented environments and learn an ...
Geegeez

Topspeed Ratings on the All-Weather, Part 2

Weather, Part 2 This is the second article of two looking at the performance of the Racing Post’s speed ratings, known as ...
IEEE

Can Graph Neural Networks Tackle Heterophily? Yes, With a Label-Guided Graph Rewiring Approach!

Abstract: Graph neural networks (GNNs) witness impressive performances on homophilic graphs characterized by a higher number of edges connecting nodes of similar class labels. A decline in the ...