From c43c3dc321f9dabdbe0e80e99ff25e61f954bd1a Mon Sep 17 00:00:00 2001
From: Marek Subocz <mrksubocz@gmail.com>
Date: Sun, 6 Nov 2022 17:18:49 +0100
Subject: [PATCH] Update README.md

---
 README.md | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/README.md b/README.md
index 6213c19..d917214 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,9 @@
 # QRBM
 Implementation of Quantum Restricted Boltzmann Machine using quantum annealing on D-wave's QPU.
 
+Publication available at:
+https://cmst.eu/articles/applying-a-quantum-annealing-based-restricted-boltzmann-machine-for-mnist-handwritten-digit-classification/
+
 _In collaboration with [Mateusz Slysz](https://github.com/Matek1731)_
 
 **NOTE:** previous repository utilizing IBM's QPU moved to [QRBM-qiskit](https://github.com/mareksubocz/QRBM-qiskit)
@@ -19,4 +22,19 @@ The best way to run this code is to download the dataset and run all cells in th
 
 ## Some results
 A plot showing how the generated digit zero changes for different number of digits trained by the quantum RBM with respect to the chain strength parameter.
+
 ![alt text](https://github.com/mareksubocz/QRBM/blob/master/plots/new_animation.gif "Visualization of generated images based on changing chain strength and number of digits in the dataset")
+
+## How to cite
+```
+@article{krzysztof2021applying,
+  title={Applying a Quantum Annealing Based Restricted Boltzmann Machine for MNIST Handwritten Digit Classification},
+  author={Krzysztof, Kurowski and Mateusz, Slysz and Marek, Subocz and Rafa{\l}, R{\'o}{\.z}ycki},
+  journal={CMST},
+  volume={27},
+  number={3},
+  pages={99--107},
+  year={2021},
+  publisher={PSNC, Poznan Supercomputing and Networking Center}
+}
+```