He was 37.
TMZ reports that Bailey died from carbon monoxide poisoning. His assistant is said to have found him in his Los Angeles home.
The L.A. County Coroner’s Office will conduct an autopsy this weekend.
Bailey’s celebrity clients also included Julianne Moore, Naomi Watts, Kate Mara and Olivia Wild.