We calculated the derivative based on γ 2 instead of γ itself, primarily because, within the scope of Skewencoder, only the magnitude of the skewness is considered, regardless of its sign. Given the form of the skewness loss function in Equation ( ), the corresponding derivative with respect to γ 2 can be computed as shown in Equation (7).