Overview: Poor data validation, leakage, and weak preprocessing pipelines cause most XGBoost and LightGBM model failures in production.Default hyperparameters, ...

Abstract: Water Distribution Networks (WDNs) experience substantial water losses due to pipeline leaks, leading to economic losses and worsening global water scarcity concerns. This research aims to ...

The growth of machine learning (ML) has revealed model vulnerabilities to adversarial attacks, where small data perturbations degrade performance. Classical defenses often struggle, especially with ...