Rational Activations are a novel learnable activation functions. Rationals encode activation functions as rational functions, trainable in an end-to-end fashion using backpropagation and can be ...

Basic mathematics for grade 9 algebra and geometry : graphs of basic power and rational functions Bookreader Item Preview remove-circle Share or Embed This Item. Share to Twitter. Share to Facebook.

In this paper, the superiority of rational approximation is exploited for graph signal recovering. RatioanlNet is proposed to integrate rational function and neural networks. We show that the rational ...

Approximation-based spectral graph neural networks, which construct graph filters with function approximation, have shown substantial performance in graph learning tasks. Despite their great success, ...

Keywords: linear framework, graph theory, Matrix-Tree theorems, rational functions, Markov processes, first-passage times. Citation: Nam K-M and Gunawardena J (2023) The linear framework II: using ...