- author = "Luigi Rovito and Lorenzo Bonin and Davide Farinati and Leonardo Vanneschi and Luca Manzoni and Andrea {De Lorenzo} and Gloria Pietropolli",
- title = "Exploring the Integration of Cellular Structures in Genetic Programming-based Methods",
- booktitle = "European Conference on Genetic Programming, EuroGP 2025",
- year = "2025",
- editor = "Bing Xue and Luca Manzoni and Illya Bakurov",
- volume = "15609",
- series = "LNCS",
- pages = "120--138",
- address = "Trieste",
- month = "23-25 " # apr,
- publisher = "Springer Nature",
- keywords = "genetic algorithms, genetic programming, Geometric Semantic Genetic Programming, Evolutionary Computation, Evolutionary Algorithms, Cellular Automata, Symbolic Regression",
- isbn13 = "978-3-031-89990-4",
-
URL = "
https://rdcu.be/ejgEc",
-
DOI = "
10.1007/978-3-031-89991-1_8",
- abstract = "The introduction of a Cellular Automata (CA)-like structure on the population of Evolutionary Algorithms (EAs) has been verified to be a method to improve solutions quality. However, the study of CA-like structures for Genetic Programming (GP) has been, so far, limited. In this work, we focus on the effect of introducing these structures on Geometric Semantic variants of GP, focusing on the well-known Geometric Semantic GP (GSGP) and its recently introduced variant SLIM-GSGP, which emphasizes producing smaller and more interpretable individuals. Here we provide guidance on how CA-like structures can impact the quality and size of the solutions for GSGP and SLIM-GSGP, giving a clear understanding of the trade-offs involved in applying these methods.",
-
notes = "also known as
\cite{paper_215_cellular_structures_gp}
Part of \cite{Xue:2025:GP} EuroGP'2025 held in conjunction with EvoCOP2025, EvoMusArt2025 and EvoApplications2025",
