E! News published photos of the couple after Monday night's outing and said this was the first time in months Cyrus and Hemsworth have been seen together in public.
Cyrus also was wearing her engagement ring, the report said.
The couple have been together for more than three years.
Notable deaths of 2014 [PHOTOS]
S Club 7 to reunite for BBC charity event