1 code implementation • 25 Mar 2023 • Pedro Carvalho, Jessica Mégane, Nuno Lourenço, Penousal Machado
This work proposes Adaptive Facilitated Mutation, a self-adaptive mutation method for Structured Grammatical Evolution (SGE), biologically inspired by the theory of facilitated variation.
no code implementations • 1 Feb 2023 • Stefano Tiso, Pedro Carvalho, Nuno Lourenço, Penousal Machado
Grammar-Guided Genetic Programming (GGGP) employs a variety of insights from evolutionary theory to autonomously design solutions for a given task.
no code implementations • 23 Mar 2021 • Pedro Carvalho, Nuno Lourenço, Penousal Machado
Learning Rate optimizers are a set of such techniques that search for good values of learning rates.
no code implementations • 8 Jul 2020 • Pedro Carvalho, Nuno Lourenço, Filipe Assunção, Penousal Machado
This work presents AutoLR, a framework that evolves Learning Rate Schedulers for a specific Neural Network Architecture using Structured Grammatical Evolution.