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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

Collen Channer

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Open access 2026

An Enhanced Variant of Graph-Constrained Neural Multi-Objective Evolutionary Algorithm for Sparse Neural Network Training

This study proposes Enhanced GCNMOEA, an improved variant that integrates accuracy-aware graph mutation, a two- phase dominance–decomposition selection mechanism, multifidelity evaluation, and adaptive diversity scheduling that delivers real-worldsuperior Pareto-front quality and improved robustness, making it a strong candidate for real world edge and embedded neural network applications.

Collen Channer, Syed Sajjad Hussain Rizvi, Peter Ndajah et al. · 0 citations

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