My read of

> Edges exit nodes in their specified cardinal direction. In the zoomed-in images, edges belonging to the true graph are black and false edges added by the reconstruction algorithm are red.

is that the model output edges, valid ones were then colored black and bad ones colored red. But it's a bit unclear so you could be right.