Separation of actinides from lanthanides is very important for the safe management of nuclear waste, however still challenging due to the chemical complexity of the f-elements. Here, authors report an efficient strategy with graphene oxide membranes for ion sieving of high valent actinyl ions and spherical lanthanide ions.