Networkembeddinghasreceivedincreasingresearchattentionin recentyears.Theexistingmethodsshowthatthehigh-orderproximity playsakeyroleincapturingtheunderlyingstructureofthe network.However,twofundamentalproblemsinpreservingthe high-orderproximityremainunsolved.F