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J. M. Lanza-Gutiérrez

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Open access Aug 2026

Chaotic Regulation of Exploration and Exploitation in Bio-Inspired Swarm Intelligence for Combinatorial Optimization

A chaotic discretization framework is presented that replaces the classical behavior of the two-step binarization technique to regulate the balance between exploration and exploitation and shows that the highest-performing chaotic mapping is heavily influenced by the specific landscape morphology evaluated.

Felipe Cisternas-Caneo, Broderick Crawford, Jorge Mendoza et al. · 1 citation
Book Open access Jul 2026

LsmGrid: A Data-Aware Neuroevolution Framework for Designing Minimal Liquid State Machines

This work introduces a systematic methodology for simplifying LSM design while substantially reducing the number of required neurons and synapses, bringing this class of models closer to their original motivation of ultra-low-power processing directly at the sensor level.

Andrés Romo, Andrés Otero, J. M. Lanza-Gutiérrez · 0 citations

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