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In this work, we present a new network design paradigm. Our goal is to help advance the understanding of network design and discover design principles that generalize across settings. Instead of focusing on designing individual network instances, we design network design spaces that parametrize populations of networks. The overall process is analogous to classic manual design of networks, but elevated to the design space level. Using our methodology we explore the structure aspect of networkdoi:10.1109/cvpr42600.2020.01044 dblp:conf/cvpr/RadosavovicKGHD20 fatcat:b3y6jjbl7zhgho5q7lxrt2hduu