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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

Shaker El-Sappagh

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Book Open access Aug 2026

VisionDES: Robust and Explainable Dynamic Vision Ensemble

VisionDES is introduced, a novel DES framework for image classification that uses deep model embeddings to estimate classifier competence and consistently outperforms static ensembles and existing uncertainty-based DES methods, improving robust accuracy under strong attacks and under distribution shifts.

Firuz Juraev, Mohammad Abuhamad, Shaker El-Sappagh et al. · 0 citations
Book Open access Aug 2026

VisionDES: Robust and Explainable Dynamic Vision Ensemble

Dynamic Ensemble Selection (DES) is an adaptive ensemble learning paradigm that selects a subset of base classifiers specific to each test input, enabling more flexible predictions than static ensemble methods. Although successful in tabular settings, DES remains largely unexplored in robust vision applications. We int...

Firuz Juraev, Mohammad Abuhamad, S. El-Sappagh et al. · 0 citations

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