This phase I trial studies how well vismodegib after stem cell transplant works in treating patients with high-risk first remission or relapsed multiple myeloma. Vismodegib may slow the growth of cancer cells. Giving vismodegib after autologous stem cell transplant may kill more multiple myeloma cells.