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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Giuseppe Mariano Balducci

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Open access 2026

Derivative-Free Emergent Optimization via Local Rules and Cellular Automata

We introduce the Cellular Direct Search (CDS), a derivative-free optimization method inspired by the emergent dynamics of Cellular Automata. CDS partitions the parameter space into a discrete grid where a population of agents evolves according to strictly local rules: a Jealous Neighbor Rule for competitive selection a...

Antonio Ferrara, Giuseppe Mariano Balducci, Tommaso Di Noia · 0 citations

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