Recent studies of rare processes involving top quark production at the CMS experiment are presented. We will describe measurements of single top quark production in association with a gauge boson, and the search for four top quark production. The latter process, to which the LHC experiments are starting to be sensitive, can be used to constrain various new physics models, including modified top quark Yukawa coupling.