Author

A. Abdallaoui

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#federated learning Review Open access Oct 2026

Systemic privacy risks of personal data exposure through conversational large language model agents

Conversational Large Language Model (LLM) agents, deployed quickly, have exposed unprecedented opportunities for personal information, from health data to financial information, to biometric identifiers. This critical enlightenment review investigates general privacy dangers in each of five areas: data leakage and memo...

Abdellah Ben Yahia, Iman Kadir, El Fadil El Harrak et al. · Discover Artificial Intellig... · 0 citations

Open access Aug 2026

Machine Learning-Based Groundwater Level Forecasting in a Semi-Arid Agricultural Area: Insights from SHAP, PELT, and Mann–Kendall Analyses in the Saïss Basin, Morocco

This study proposes an innovative framework that combines hydroclimatic and agro-environmental predictors, including nitrate concentration and NDVI, with climatic factors such as Rainfall, temperature, and evapotranspiration to forecast piezometric level variations in the Saïss Basin, Morocco. Eight Machine Learning (M...

Hind Ragragui, A. El-Hmaidi, Lamya Ouali et al. · Sustainability · 0 citations