Los Angeles police officers responded to the area of Pico Boulevard and Western Avenue around 11:50 p.m.
Video shows a liquor store near the crime scene where a man appeared to use self-defense in the incident. But police say he was in custody Wednesday morning.
The victims' conditions have not yet been released.
A motive for the stabbings is unclear.
An investigation is ongoing.