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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

Murat Aydoğan

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Open access 2026

Leveraging Task-Adaptive Continual Pre-Training to Enhance the Classification Ability of Language Models

This study presents a systematic empirical investigation of task-adaptive continual pre-training (TAPT), introduced by Gururangan et al., for Turkish language understanding, with a particular focus on the effect of the masked-language-modeling rate.

Murat Aydoğan, Savas Yildirim, Tuǧba Dalyan · 0 citations
Open access Aug 2026

Balancing Security and Performance in LLM Agents: Spotlight-Guard, a Layered Defense Against Indirect Prompt Injection

This study designs a comprehensive testbed and a layered defense, Spotlight-Guard, that combines spotlighting-based input isolation, an LLM detection-and-quarantine pipeline, and instruction integrity based on a Hash-based Message Authentication Code into a single framework, and it is evaluated jointly along two axes: security and LLM performance.

Doygun Demirol, Murat Aydoğan · 0 citations

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