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 ...

Abstract: This paper proposes color restoration techniques in underwater images using polynomial equation techniques and dehazing techniques. Discoloration and light scattering are the two primary ...

Department of Mechanical Engineering, City College of City University of New York, New York, New York 10031, USA ...

By inserting Equation 4.20 into Equation 1.2 together with Equation 2.3 and Equation 4.2, we have a polynomial in terms of g j (ξ). This creates a system of algebraic equations when we aggregate all ...

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' ...

This book is a unique work which provides an in-depth exploration into the mathematical expertise, philosophy, and knowledge of H W Gould. It is written in a style that is accessible to the reader ...