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Author

Anas A. Nicola

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Open access Sep 2026

Deep Neural Networks for Enhancing Robustness in Facial Authentication and Deepfake Detection for Driven Data Poisoning Attacks and  Defense Strategies

This research combines two crucial works aimed at enhancing the robustness of deep neural networks (DNNs) against emerging attacks. In a model or training data extraction attack, an attacker analyzes the input, output, and other external information of a system to speculate on the parameters or training data of the mod...

Anas A. Nicola · 0 citations
Review Open access Jul 2026

AI -Driven Chatbots Smart Messenger for Enhancing Educational Performance System

The research aimed to design and develop an intelligent automated response system that operated through Facebook Messenger, enabling real-time interaction with users by providing instant, structured answers to student’s common inquiries.

Anas A. Nicola · 0 citations

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