diff --git a/README.md b/README.md
index 8eff962..abfdb2a 100644
--- a/README.md
+++ b/README.md
@@ -115,7 +115,9 @@ Core routines and classes are implemented in `src/lasdi` directory:
   * In the rising bubble example, an additional C file, ```PostProcess.c``` needs to be compiled before running GPLaSDI for the first time, using ```gcc PostProcess.c -o PP``` -->
  
 ## Citation
-[Bonneville, C., Choi, Y., Ghosh, D., & Belof, J. L. (2023). GPLaSDI: Gaussian Process-based Interpretable Latent Space Dynamics Identification through Deep Autoencoder. arXiv preprint.]()
+> Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, and Jonathan L. Belof. <br>
+> "[GPLaSDI: Gaussian process-based interpretable latent space dynamics identification through deep autoencoder.](https://doi.org/10.1016/j.cma.2023.116535)" <br>
+> Computer Methods in Applied Mechanics and Engineering 418 (2024): 116535.
 
 ## Acknowledgement
 Y. Choi was supported for this work by the CHaRMNET Mathematical Multifaceted Integrated Capability Center (MMICC).