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diff --git a/README.md b/README.md
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@@ -41,6 +41,8 @@ The examples folder contain several examples and use case for the library.
 * [1D optimal transport](examples/Demo_1D_OT.ipynb)
 * [2D optimal transport on empirical distributions](examples/Demo_2D_OT_samples.ipynb)
 * [1D Wasserstein barycenter](examples/Demo_1D_barycenter.ipynb)
+* [OT with user provided regularizat](examples/Demo_Optim_OTreg.ipynb)
+
 
 ## Acknowledgements