I'm currently reading a paper where they use the matrix inversion lemma in a proof and I don't understand how they are applying it. The paper is ref and the proof is in Appendix A (page 13) (see image 2). I don't really understand the steps, but I'm stuck at the first one which is:
$ L = RR^T(RR^T+\gamma I)^{-1}\\ \;\: = I - \gamma(RR^T+\gamma I)^{-1}$
They're supposedly using the MIL but I can't manage to reproduce it.