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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

Duygu Çakır

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Open access 2026

From Code Generation to Code Auditing: Constrained AI Scaffolding, Transfer, and Cognitive Efficiency in Debugging

Generative artificial intelligence is reshaping programming education, yet its effects on skill development depend partly on how learners interact with artificial intelligence-supported systems. This study introduces the Artificial Intelligence-Scaffolding Interaction Framework, which conceptualizes constrained, questi...

M. Yenidogan, Zeynep Cömert, Duygu Çakır · 0 citations
#explainable ai Open access Sep 2026

Estimating adversarial transferability from feature-importance similarity in explainable intrusion detection systems

This study investigates the transferability of adversarial attacks across XGBoost and LightGBM models in IDS and uses Explainable AI (XAI) techniques to identify features that influence model decisions and shows that feature-importance patterns can be used to examine model vulnerability under adversarial perturbations.

Abdlelah Abdlatef, Marwa D. Abdulkareem, Duygu Çakır · 1 citation

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