The crash happened shortly before 6 p.m. near 47th Street East and Palmdale Boulevard, according to the Los Angeles County Fire Department. It was not immediately clear how many vehicles were involved.
Two of the four victims were critically injured but the condition of the injured children was unknown.
The cause of the crash is under investigation.