In recent years, data science has expanded the boundaries of signal processing beyond its classical domain. New statistical learning approaches, methods, theory and tools have evolved to account for modern complex, dynamic and large-scale settings. The Special Session will be dedicated to advanced learning methods that provide reliable results with statistical guarantees and high robustness requirements.