diff --git a/docs/source/citation.rst b/docs/source/citation.rst
index 460c2fecc..ede81400c 100644
--- a/docs/source/citation.rst
+++ b/docs/source/citation.rst
@@ -7,4 +7,4 @@ Runze Mao, Minqi Lin, Yan Zhang, Tianhan Zhang, Zhi-Qin John Xu, Zhi X. Chen. De
 
 **If you have used the DNN model provided from us, please use the citation:**
 
-Tianhan Zhang, Yuxiao Yi, Yifan Xu, Zhi X. Chen, Yaoyu Zhang, Weinan E, Zhi-Qin John Xu. A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics. Combust. Flame 245:112319 (2022). `doi:10.1016/j.combustflame.2022.112319 <https://www.sciencedirect.com/science/article/abs/pii/S0010218022003340?via%3Dihub>`_
+Han Li, Ruixin Yang, Min Zhang, Runze Mao, Zhi X. Chen. A comprehensive study on the accuracy and generalization of deep learning-generated chemical ODE integrators. `arXiv:2312.16387 <https://arxiv.org/abs/2312.16387>`_