"Love Me or Leave Me" is an up-tempo performance from Miles Davis's 1954 album Walkin', featuring Walter Donaldson's standard taken at a brisk 282 beats per minute over the 32-bar AABA form in A-flat. The track showcases four soloists who each bring a distinct voice to this demanding vehicle. Davis opens with two choruses of trumpet that demonstrate his ability to generate excitement at fast tempos through rhythmic displacement and strategic use of space rather than through sheer speed of execution. David Schildkraut follows with four extended choruses of alto saxophone that reveal his bebop-rooted technique and melodic inventiveness. Horace Silver contributes two choruses of hard-swinging piano that crackle with rhythmic energy and bluesy feeling. Davis returns for a two-chorus closing statement that brings the performance to a rousing conclusion. The track's demanding tempo tests each soloist's technical facility, and all four rise to the challenge with performances that balance virtuosity with musical substance. The session, which also produced the epochal title track, documents Davis assembling the kind of all-star group that would become characteristic of his approach throughout the 1950s, surrounding himself with musicians whose individual strengths complemented and challenged his own. The performance captures the energy and competitive spirit that fueled the hard bop movement at its inception.