What are the impacts of residential networks?

Residual connections were mostly used to give direct feature access from prior layers. This greatly facilitates information dissemination throughout the network. The use of local skip connections gives the network a form of ensemble multi-path structure, providing features many paths to propagate throughout the network, according to one fascinating article.