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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

V. Kramar

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Open access Aug 2026

A MATHEMATICAL MODEL OF HYBRID CNN–GAN ARCHITECTURES FOR AUTOMATED DIAGNOSTICS UNDER DATA LIMITED CONDITIONS

The proposed approach generates additional synthetic images for each real positive example, thus compensating for class imbalance and improving classification accuracy under limited data conditions, and provides a foundation for optimizing hybrid architectures in few-shot learning scenarios.

Enver Alimovich Abibullaev, V. Kramar, Dmitry Vladimirovich Moiseev · 0 citations

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