Beverly Hills police say the pair, Shaha Mishaal Adham and Brian Scofield, turned themselves in Monday afternoon.
Scofield is being held on a misdemeanor traffic warrant.
Jail records did not indicate whether the pair have attorneys.
Jail records show a court date for Adham has been tentatively scheduled for Wednesday.
Authorities did not release an update on Ruffalo's condition on Monday.