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Author

Doygun Demirol

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Open access Sep 2026

An Explainable Hybrid Machine Learning Approach Based on MPSO-XGBoost for Pest Density Prediction in Almond Orchards

Accurate prediction of pest density and population levels in almond production is of great importance for crop yield, the prevention of quality losses, and the effectiveness of integrated pest management (IPM) strategies. Complex feature interactions in agricultural field data can affect both the predictive performance...

Cebrail Barut, Doygun Demirol, Harun Bingol et al. · 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:...

Doygun Demirol, Murat Aydoğan · 0 citations

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