From 97d06f85a214931ea7ceb6ee7c2d019048ba1b09 Mon Sep 17 00:00:00 2001
From: Yuan Tang <terrytangyuan@gmail.com>
Date: Tue, 7 Jan 2020 09:44:47 -0500
Subject: [PATCH 1/2] Update itml.py

---
 metric_learn/itml.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/metric_learn/itml.py b/metric_learn/itml.py
index 5202c9e1..305580fa 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://bengio.abracadoudou.com/lce/slides\
+/davis.pdf>`_ Jason V. Davis, et al.
   """
 
   def fit(self, pairs, y, bounds=None, calibration_params=None):

From 76c24f978d12641b67f5bd3974b2bce7c733e2fe Mon Sep 17 00:00:00 2001
From: Yuan Tang <terrytangyuan@gmail.com>
Date: Tue, 7 Jan 2020 10:17:51 -0500
Subject: [PATCH 2/2] Update itml.py

---
 metric_learn/itml.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/metric_learn/itml.py b/metric_learn/itml.py
index 305580fa..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://bengio.abracadoudou.com/lce/slides\
-/davis.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):