diff --git a/GPy/testing/kernel_tests.py b/GPy/testing/kernel_tests.py
index eafde0ec..6b620406 100644
--- a/GPy/testing/kernel_tests.py
+++ b/GPy/testing/kernel_tests.py
@@ -395,14 +395,12 @@ class KernelTestsNonContinuous(unittest.TestCase):
         self.X2[:(N0*2), -1] = 0
         self.X2[(N0*2):, -1] = 1
 
-    #@unittest.expectedFailure
     def test_IndependentOutputs(self):
         k = [GPy.kern.RBF(1, active_dims=[1], name='rbf1'), GPy.kern.RBF(self.D, active_dims=range(self.D), name='rbf012'), GPy.kern.RBF(2, active_dims=[0,2], name='rbf02')]
         kern = GPy.kern.IndependentOutputs(k, -1, name='ind_split')
         np.testing.assert_array_equal(kern.active_dims, [-1,0,1,2])
         np.testing.assert_array_equal(kern._all_dims_active, [0,1,2,-1])
 
-    #@skip('Gradients for independend outputs with different X do not work correctly')
     def testIndependendGradients(self):
         k = GPy.kern.RBF(self.D, active_dims=range(self.D))
         kern = GPy.kern.IndependentOutputs(k, -1, 'ind_single')
@@ -411,14 +409,12 @@ class KernelTestsNonContinuous(unittest.TestCase):
         kern = GPy.kern.IndependentOutputs(k, -1, name='ind_split')
         self.assertTrue(check_kernel_gradient_functions(kern, X=self.X, X2=self.X2, verbose=verbose, fixed_X_dims=-1))
 
-    #@unittest.expectedFailure
     def test_Hierarchical(self):
         k = [GPy.kern.RBF(2, active_dims=[0,2], name='rbf1'), GPy.kern.RBF(2, active_dims=[0,2], name='rbf2')]
         kern = GPy.kern.IndependentOutputs(k, -1, name='ind_split')
         np.testing.assert_array_equal(kern.active_dims, [-1,0,2])
         np.testing.assert_array_equal(kern._all_dims_active, [0,1,2,-1])
 
-    #@skip('Gradients for independend outputs with different X do not work correctly')
     def test_Hierarchical_gradients(self):
         k = [GPy.kern.RBF(2, active_dims=[0,2], name='rbf1'), GPy.kern.RBF(2, active_dims=[0,2], name='rbf2')]
         kern = GPy.kern.IndependentOutputs(k, -1, name='ind_split')