Investigators say the child died last week after exposure to cold and food deprivation.
The Suffolk County Department of Social Services say they implemented safeguards when they became aware of the child neglect allegations in 2018. This included home supervision and parenting workshops.
Suffolk County police say NYPD Officer Michael Valva and his fiancée repeatedly physically abused the children in their home.
The couple are being held without bail.