Remarriage will not terminate the benefits of a person already entitled to widow(er)'s benefits. The benefits of a person entitled to mother's or father's benefits (based on having a child in care), will terminate upon remarriage unless he or she marries someone entitled to certain types of Social Security benefits.

Your remarriage would have no effect on the benefits being paid to your children.