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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

Gen Li

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Open access Jul 2026

Imbalanced intrusion detection method using parrot optimization and DDIM-enhanced hybrid CNN-transformer

An intrusion detection framework integrating improved parrot optimization, latent denoising diffusion implicit models (DDIM) and a hybrid CNN-Transformer, which outperforms other mainstream intelligent algorithms in global optimal solution seeking with swifter convergence.

Huanchi Luo, Gen Li, Yong Tang · 0 citations

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