In section 3, we implement the optimization process as suggested in Ref. 28 for dynamically choosing the phases of the overlap matrix. In section 4, we present results for highly-lying excited-state dynamics of a molecule-nanoparticle system and highlight the performance enhancement of our scheme. We conclude and discuss future applications in section 5.