diff --git a/CITATIONS.bib b/CITATIONS.bib
index a456e16bf4..a05e7ef9ee 100644
--- a/CITATIONS.bib
+++ b/CITATIONS.bib
@@ -110,19 +110,22 @@ @article{Wang_NuclFusion_2022_v62_p126013
   doi          = {10.1088/1741-4326/ac888b},
 }
 
-@misc{Zhang_2022_DPA1,
-  annote       = {attention-based descriptor},
+@article{Zhang_NpjComputMater_2024_v10_p94,
+  annote       = {DPA-1, attention-based descriptor},
   author       = {
-    Zhang, Duo and Bi, Hangrui and Dai, Fu-Zhi and Jiang, Wanrun and Zhang,
-    Linfeng and Wang, Han
+    Duo Zhang and Hangrui Bi and Fu-Zhi Dai and Wanrun Jiang and Xinzijian Liu
+    and Linfeng Zhang and Han Wang
   },
   title        = {
-    {DPA-1: Pretraining of Attention-based Deep Potential Model for Molecular
-    Simulation}
+    {Pretraining of attention-based deep learning potential model for molecular
+    simulation}
   },
-  publisher    = {arXiv},
-  year         = 2022,
-  doi          = {10.48550/arXiv.2208.08236},
+  journal      = {Npj Comput. Mater},
+  year         = 2024,
+  volume       = 10,
+  issue        = 1,
+  pages        = 94,
+  doi          = {10.1038/s41524-024-01278-7},
 }
 
 @article{Zhang_PhysPlasmas_2020_v27_p122704,
diff --git a/doc/credits.rst b/doc/credits.rst
index 3fbe1d56d8..d60279614b 100644
--- a/doc/credits.rst
+++ b/doc/credits.rst
@@ -47,7 +47,7 @@ Cite DeePMD-kit and methods
 .. bibliography::
    :filter: False
 
-   Zhang_2022_DPA1
+   Zhang_NpjComputMater_2024_v10_p94
 
 - If frame-specific parameters (`fparam`, e.g. electronic temperature) is used,