As a major landslide-prone region in China, the Three Gorges Reservoir Area (TGRA) requires rigorous reliability assessments of slope stability. However, the coupled effects of rainfall infiltration, soil spatial variability, and shear strength parameter degradation (SSPD) due to wetting–drying cycles on reservoir slope stability remain ambiguous. To bridge this gap, this study proposes a machine learning-aided surrogate model...