Patients receive alisertib orally (PO) twice daily (BID) on days 1-7 or days 1-3 and 8-10, and vorinostat PO BID on days 1-14 or days 1-5 and 8-12. Courses repeat every 21 days in the absence of disease progression or unacceptable toxicity.