Rice and his fiancé were both detained by police, according to the report.
Andrew Alperstein, Rice's attorney, described the incident as a "very minor physical altercation."
The Ravens have released the following statement regarding the situation.
"We are aware of the Friday night situation with Ray Rice and his fiancé. We have spoken with Ray, and know that they returned home together after being detained."