As for now, the fit-transform method of Column-Transformer does not accept fitting-parameters. In contrast, the fit-transform method of the Pipeline class does (link)

Implementing this feature would enable passing fitting parameters to a pipeline that contains a transformer inside a column-transformer in the same fashion.

Do you think this would be compatible with the current implementation of the column-transformer class? As far as I understand, this should be rather easily feasible..