This review considers the different fabrication and modification strategies for various innovative GO-assisted desalination membranes, including freestanding GO membranes, GO-surface modified membranes and casted GO-incorporated membranes. Their desalination performance and mechanism will be discussed, and their future opportunities and challenges will be highlighted.