Two of the men were taken into custody by the Monroe Police Department shortly after they are escaped.
The third was caught Wednesday evening in the Middletown area, deputies said.
All three were booked into the Warren County Jail and likely will face new charges.
The Community Correctional Center is operated by the Talbert House and houses probationable felony offenders for up to six months.