diff --git a/metric_learn/itml.py b/metric_learn/itml.py
index 5202c9e1..0c8087df 100644
--- a/metric_learn/itml.py
+++ b/metric_learn/itml.py
@@ -209,8 +209,8 @@ class ITML(_BaseITML, _PairsClassifierMixin):
   References
   ----------
   .. [1] `Information-theoretic Metric Learning
-         <http://machinelearning.wustl.edu/mlpapers/paper_files\
-/icml2007_DavisKJSD07.pdf>`_ Jason V. Davis, et al.
+         <http://www.prateekjain.org/publications/all_papers\
+/DavisKJSD07_ICML.pdf>`_ Jason V. Davis, et al.
   """
 
   def fit(self, pairs, y, bounds=None, calibration_params=None):