node but if information needs to travel from this node to this node in a classic attention mechanism everything's connected to everything so that node in the next layer can simply aggregate information from here well that's not possible if you do this kind of neighborhood attention as we've done here if i do neighborhood attention then at most right because the neighborhood is three long at most this node right here can aggregate information from this node and then again it's three long in the next step so now