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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Artur Niewiarowski

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Open access Aug 2026

Evolutionary Training of Neural Networks: The Role of Crossover Operators in Genetic Algorithms Compared with Backpropagation

A systematic comparison of backpropagation and ten variants of a genetic algorithm for training multi-layer perceptrons (MLPs), with particular focus on the role of crossover operators, helps clarify when gradient-free training is competitive and which evolutionary operators drive its effectiveness.

Mikołaj Petecki, W. Książek, Artur Niewiarowski · 0 citations

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