$p_\theta$(G|Z) corresponds to the binary cross-entropy loss over the edge probabilities when we assume independence between edges:

$p_\theta$(G|Z) = $\prod_{(u,v) \in V^2} p_\theta(A[u,v]=1|z_u,z_v)$