Relation between Cross Validation and Confidence Intervals
It depends how on the confidence interval (CI) is generated. The most common method is on a sample mean with the assumption that the samples are drawn from a normal distribution . However, a CI can be generated from any statistic from observed data. An alternative method would be through bootstrapping, resampling the statistic, which does not require the normality assumption.