DenoGrad: A Gradient-Based Framework for Data Refinement in Tabular and Time-Series Learning

J. Javier Alonso-Ramos, Ignacio Aguilera-Martos, Francisco Herrera +1

In the Data-Centric Artificial Intelligence (AI) paradigm, improving data quality is essential for robust machine learning. However, many denoising methods rely on rigid statistica…