Various aspects provide for optimizing memory mappings associated with network nodes. For example, a system can include a first network node and a second network node. The first network node generates a memory page request in response to an invalid memory access associated with a virtual central processing unit of the first network node. The second network node receives the memory page request in response to a determination that the second network node comprises a memory space associated with the memory page request. The first network node also maps a memory page associated with the memory page request based on a set of memory page mappings stored by the first network node.