BERT Mutation: Deep Transformer Model for Masked Uniform Mutation in Genetic Programming

BERT Mutation: Deep Transformer Model for Masked Uniform Mutation in Genetic Programming

We introduce BERT mutation, a novel, domain-independent mutation operator for Genetic Programming (GP) that leverages advanced Natural Language Processing (NLP) techniques to improve convergence, particularly using the Masked Language Modeling approach. By combining the capabilities of deep reinforc...

Full description

Saved in:
Bibliographic Details
Main Authors: Eliad Shem-Tov, Moshe Sipper, Achiya Elyasaf
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Mathematics
Subjects:
genetic programming
mutation operator
reinforcement learning
combinatorial optimization
surrogate model
symbolic regression
Online Access:https://www.mdpi.com/2227-7390/13/5/779
Tags: Add Tag
No Tags, Be the first to tag this record!

Internet

https://www.mdpi.com/2227-7390/13/5/779

Similar Items