IEEE

ERGNN: Spectral Graph Neural Network With Explicitly-Optimized Rational Graph Filters

Abstract: Approximation-based spectral graph neural networks, which construct graph filters with function approximation, have ...
IEEE

A Rational Graph Filtering Method for the Implementation of Heat Kernel Smoothing

Abstract: In this paper, a decentralized implementation of heat kernel smoothing (HKS) is presented by using a rational graph ...
marktechpost

This AI Paper Introduces Rational Transfer Function: Advancing Sequence Modeling with FFT Techniques

State-space models (SSMs) are crucial in deep learning for sequence modeling. They represent systems where the output depends on ...
JSTOR Daily

An Efficient Spectral Method for Ordinary Differential Equations with Rational Function Coefficients

We present some relations that allow the efficient approximate inversion of linear differential operators with rational function ...
Princeton University

Using biomimetic polymers to understand and control sequence/structure/function relationships and achieve rational design of biomineralization

Peptoids, or n-substitued glycines, are complex and diverse oligomeric structures which have been explored for a number of ...