2026. A Critical Review and Methodological Framework for Robust Tabular Learning in Industrial Predictive Maintenance. Journal of Smart Algorithms and Applications (JSAA). 6, 2 (Oct. 2026), 29–60. DOI:https://doi.org/10.66279/dthrm347.