This specification relates to the field of seismic
data processing and interpretation technology, and provides a method, apparatus, device, storage medium, and product for predicting gas saturation. The method includes: acquiring pre-stack angle gather data of a target reservoir; performing pre-stack inversion on the pre-stack angle gather data using the Zoeppritz equation to obtain the elastic parameters of the target reservoir; and inputting the elastic parameters of the target reservoir into a pre-trained gas saturation prediction model to obtain the gas saturation of the target reservoir. The gas saturation prediction model is trained based on a KAN model, which uses a learnable
activation function to capture the nonlinear relationship between the elastic parameters and the gas saturation. This specification's embodiments can improve the accuracy of gas saturation prediction.