First I will present Neeb's theorem on integrability of central Lie algebra extensions in infinite dimensions.
Then I will describe two methods of integration, exemplified for current groups and diffeomorphism groups. One method uses path groups, the other one uses the prequantization central extension due to Kostant and Souriau.