Abstract Skilful and localised daily weather forecasts for upcoming seasons are desired by climate-sensitive sectors. Various General circulation models routinely provide such long lead time ensemble forecasts, also known as seasonal climate (SCF), but require downscaling techniques to enhance their skills from historical observations. Traditional techniques, like quantile mapping (QM), learn e...