Networksevolvecontinuouslyovertimewiththeaddition,deletion, andchangingoflinksandnodes.Althoughmanynetworks containthistypeoftemporalinformation,themajorityofresearch innetworkrepresentationlearninghasfocusedonstaticsnapshots ofthegraphandhaslargelyignored