Abstract: Understanding the underlying graph structure of a nonlinear map over a particular domain is essential in evaluating its potential for real applications. In this paper, we investigate the ...

Abstract: Recently, polynomial graph filter learning (PGFL) has demonstrated promising performance for modeling graph signals in Graph Neural Networks (GNNs) on both homophilic and heterophilic graphs ...

This repository contains a PyTorch implementation of ICLR 2024 paper "PolyGCL: GRAPH CONTRASTIVE LEARNING via Learnable Spectral Polynomial Filters". We provide the small datasets in the folder 'data' ...

The latest of the On x BEAMS x REI Co-op collab, the Cloudultra 3 trail running shoes have just landed at REI for $210, bringing Swiss performance and Japanese design flair to rugged Northwest trails.

Murray Grimwood says we are headed for a global one-off readjustment of life as we know it that will be of epic proportions - ...

Why you can trust Telegraph Recommended Our tech experts continuously conduct in-depth, independent, real-world tests, scoring devices against pre-set testing metrics and industry benchmarks, so we ...