diff --git a/pywhy_graphs/algorithms/generic.py b/pywhy_graphs/algorithms/generic.py
index a3789ada0..99d3fd450 100644
--- a/pywhy_graphs/algorithms/generic.py
+++ b/pywhy_graphs/algorithms/generic.py
@@ -711,6 +711,7 @@ def valid_mag(G: ADMG, L: set = None, S: set = None):
 
 def dag_to_mag(G, L: Set = None, S: Set = None):
     """Converts a DAG to a valid MAG.
+
     The algorithm is defined in :footcite:`Zhang2008` on page 1877.
 
     Parameters: