One of the challenges of the multi-TeV muon collider is mitigating the effects of beam-induced background. The primary contribution to this background has been identified as decay products of the muon beams. If not properly managed, these decays arriving at the detector could limit its performance. This paper presents the background sources, the strategies currently identified for mitigation, and ongoing activities in this regard.