Hailong Ma

SepSpace: payload-free open-set network traffic classification via supervised contrastive representation learning and prototype-radius rejection

Abstract Network traffic classification (NTC) increasingly needs to go beyond predefined categories and identify traffic from previously unseen classes, namely the open-set recognition problem in NTC. This problem remains challenging because encrypted traffic limits the practical...