Search for New Physics with rare decays at CMS

One of the major goals of the LHC experiments is probing for new physics beyond Standard Model. We report the most recent experimental results to search for new physics in rare B mesons decaying to dimuons and searches of the tau leptons decaying to three muons in W boson and heavy-flavor boson channels at CMS.