Update README.md

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}
+}
+```