I work and live in Mississippi and my wife works and lives in Georgia. How should we file? If jointly, who's address do we use?

When we use the Georgia address only on our federal form then Mississippi says I should file a non-resident state form. But then they threaten to revoke my homestead exemption on my property taxes (in MS).