A New Angle: On Evolving Rotation Symmetric Boolean Functions

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Carlet:2024:evoapplications,

• author = "Claude Carlet and Marko Durasevic and Bruno Gasperov and Domagoj Jakobovic and Luca Mariot and Stjepan Picek",
• title = "A New Angle: On Evolving Rotation Symmetric Boolean Functions",
• booktitle = "27th International Conference, EvoApplications 2024",
• year = "2024",
• editor = "Stephen Smith and Joao Correia and Christian Cintrano",
• series = "LNCS",
• volume = "14634",
• publisher = "Springer",
• address = "Aberystwyth",
• month = "3-5 " # apr,
• pages = "287--302",
• organisation = "EvoStar, Species",
• keywords = "genetic algorithms, genetic programming, rotation symmetry, Boolean functions, metaheuristics, nonlinearity",
• isbn13 = "978-3-031-56851-0",
• URL = "https://rdcu.be/dDZU2",
• DOI = "doi:10.1007/978-3-031-56852-7_19",
• abstract = "Rotation symmetric Boolean functions represent an interesting class of Boolean functions as they are relatively rare compared to general Boolean functions. At the same time, the functions in this class can have excellent cryptographic properties, making them interesting for various practical applications. The usage of metaheuristics to construct rotation symmetric Boolean functions is a direction that has been explored for almost twenty years. Despite that, there are very few results considering evolutionary computation methods. This paper uses several evolutionary algorithms to evolve rotation symmetric Boolean functions with different properties. Despite using generic metaheuristics, we obtain results that are competitive with prior work relying on customized heuristics. Surprisingly, we find that bitstring and floating point encodings work better than the tree encoding. Moreover, evolving highly nonlinear general Boolean functions is easier than rotation symmetric ones.",
• notes = "http://www.evostar.org/2024/ EvoApplications2024 held in conjunction with EuroGP'2024, EvoCOP2024 and EvoMusArt2024",

}

Genetic Programming entries for Claude Carlet Marko Durasevic Bruno Gasperov Domagoj Jakobovic Luca Mariot Stjepan Picek

Citations