Add arXiv reference

apozas · Feb 28, 2022 · 7a8b763 · 7a8b763
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diff --git a/README.md b/README.md
@@ -1,7 +1,7 @@
-## Code to accompany *[Physics solutions to machine learning privacy leaks](https://www.arxiv.org/abs/2203.xxxxx)*
+## Code to accompany *[Physics solutions to machine learning privacy leaks](https://www.arxiv.org/abs/2202.12319)*
 #### Alejandro Pozas-Kerstjens, Senaida Hernández-Santana, José Ramón Pareja Monturiol, Marco Castrillón López, Giannicola Scarpa, Carlos E. González-Guillén, and David Pérez-García
 
-This repository contains the codes used for the article "*Physics solutions to machine learning privacy leaks*. Alejandro Pozas-Kerstjens, Senaida Hernández-Santana, José Ramón Pareja Monturiol, Marco Castrillón López, Giannicola Scarpa, Carlos E. González-Guillén, and David Pérez-García. [arXiv:2202.xxxxx](https://www.arxiv.org/abs/2202.xxxxx)." It provides the codes for cleaning the [global.health database](https://global.health/), training neural network and matrix product state models on the dataset generated, and attacking the models via shadow training.
+This repository contains the codes used for the article "*Physics solutions to machine learning privacy leaks*. Alejandro Pozas-Kerstjens, Senaida Hernández-Santana, José Ramón Pareja Monturiol, Marco Castrillón López, Giannicola Scarpa, Carlos E. González-Guillén, and David Pérez-García. [arXiv:2202.12319](https://www.arxiv.org/abs/2202.12319)." It provides the codes for cleaning the [global.health database](https://global.health/), training neural network and matrix product state models on the dataset generated, and attacking the models via shadow training.
 
 All code is written in Python.
 
@@ -42,13 +42,13 @@ Files:
 
 If you would like to cite this work, please use the following format:
 
-A. Pozas-Kerstjens, S. Hernández-Santana, J. R. Pareja Monturiol, M. Castrillón López, G. Scarpa, C. E. González-Guillén, and D. Pérez-García, _Physics solutions to machine learning privacy leaks_, arXiv:2203.xxxxx
+A. Pozas-Kerstjens, S. Hernández-Santana, J. R. Pareja Monturiol, M. Castrillón López, G. Scarpa, C. E. González-Guillén, and D. Pérez-García, _Physics solutions to machine learning privacy leaks_, arXiv:2202.12319
 
 ```
 @misc{pozaskerstjens2022privatetn,
 author = {Pozas-Kerstjens, Alejandro and Hern\'andez-Santana, Senaida and Pareja Monturiol, Jos\'e Ram\'on and Castrill\'on L\'opez, Marco and Scarpa, Giannicola and Gonz\'alez-Guill\'en, Carlos E. and P\'erez-Garc\'ia, David},
 title = {Physics solutions to machine learning privacy leaks},
-eprint = {2203.xxxxx},
+eprint = {2202.12319},
 archivePrefix={arXiv}
 }
 ```
diff --git a/create_accuracy_figure.py b/create_accuracy_figure.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/create_attack_figure.py b/create_attack_figure.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/create_vulnerability_figure.py b/create_vulnerability_figure.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/database_processing.py b/database_processing.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/attack_mps.py b/matrix_product_states/attack_mps.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/batchtensornetwork.py b/matrix_product_states/batchtensornetwork.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/classifier.py b/matrix_product_states/classifier.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/create_mps_dataset_from_models.py b/matrix_product_states/create_mps_dataset_from_models.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/generate_mps_models.py b/matrix_product_states/generate_mps_models.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/training.py b/matrix_product_states/training.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/matrix_product_states/utils_mps.py b/matrix_product_states/utils_mps.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/neural_networks/attack_nn.py b/neural_networks/attack_nn.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/neural_networks/create_nn_dataset_from_models.py b/neural_networks/create_nn_dataset_from_models.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/neural_networks/generate_nn_models.py b/neural_networks/generate_nn_models.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #

diff --git a/neural_networks/utils_nn.py b/neural_networks/utils_nn.py
@@ -1,6 +1,6 @@
 # Code for
 # Physics solutions for machine learning privacy leaks
-# arXiv:2203.xxxxx
+# arXiv:2202.12319
 #
 # Authors: Alejandro Pozas-Kerstjens and Senaida Hernandez-Santana
 #