Wonderstruck

The film takes place in both 1927 and 1977. In the earlier time period, Rose (Simmonds) runs away from her New Jersey home to find her idol Lillian Mayhew (Moore). In the later time frame, Ben (Fegley) also runs away to New York after his mother's death in search of his missing father. Read more on Wikipedia.