Semisupervised Graph Neural Networks for Traffic Classification in Edge Networks

Table 2

Related works based on deep learning models (multimodal architectures).

Research	Input data	TO	DL classifier	MM	MT	SSR	TPS	O
Aceto et al. [17], Elsevier ComNet	(1) First 576 bytes of L4 payload	B	1D-CNN&BiGRU	Y	N	—	Y	P
	(2) 4 fields for the first 12 packets
Aceto et al. [15], JNCA	(1) First 784 bytes of L4 payload	B	1D-CNN&BiGRU	Y	Y	Y	Y	Y
	(2) 4 fields for the first 32 packets
Nascita et al. [16], TNSM	(1) First 576 bytes of L4 payload	B	1D-CNN&BiGRU	Y	N	—	Y	Y
	(2) 4 fields for the first 12 packets