diff --git a/CITATIONS.bib b/CITATIONS.bib
index d5524a14f6..52c8045bf3 100644
--- a/CITATIONS.bib
+++ b/CITATIONS.bib
@@ -128,26 +128,26 @@ @article{Zhang_NpjComputMater_2024_v10_p94
   doi          = {10.1038/s41524-024-01278-7},
 }
 
-@misc{Zhang_2023_DPA2,
+@article{Zhang_npjComputMater_2024_v10_p293,
   annote       = {DPA-2},
   author       = {
     Duo Zhang and Xinzijian Liu and Xiangyu Zhang and Chengqian Zhang and Chun
-    Cai and Hangrui Bi and Yiming Du and Xuejian Qin and Jiameng Huang and
-    Bowen Li and Yifan Shan and Jinzhe Zeng and Yuzhi Zhang and Siyuan Liu and
-    Yifan Li and Junhan Chang and Xinyan Wang and Shuo Zhou and Jianchuan Liu
-    and Xiaoshan Luo and Zhenyu Wang and Wanrun Jiang and Jing Wu and Yudi Yang
-    and Jiyuan Yang and Manyi Yang and Fu-Qiang Gong and Linshuang Zhang and
-    Mengchao Shi and Fu-Zhi Dai and Darrin M. York and Shi Liu and Tong Zhu and
-    Zhicheng Zhong and Jian Lv and Jun Cheng and Weile Jia and Mohan Chen and
-    Guolin Ke and Weinan E and Linfeng Zhang and Han Wang
+    Cai and Hangrui Bi and Yiming Du and Xuejian Qin and Anyang Peng and
+    Jiameng Huang and Bowen Li and Yifan Shan and Jinzhe Zeng and Yuzhi Zhang
+    and Siyuan Liu and Yifan Li and Junhan Chang and Xinyan Wang and Shuo Zhou
+    and Jianchuan Liu and Xiaoshan Luo and Zhenyu Wang and Wanrun Jiang and
+    Jing Wu and Yudi Yang and Jiyuan Yang and Manyi Yang and Fu-Qiang Gong and
+    Linshuang Zhang and Mengchao Shi and Fu-Zhi Dai and Darrin M. York and Shi
+    Liu and Tong Zhu and Zhicheng Zhong and Jian Lv and Jun Cheng and Weile Jia
+    and Mohan Chen and Guolin Ke and Weinan E and Linfeng Zhang and Han Wang
   },
-  title        = {
-    {DPA-2: Towards a universal large atomic model for molecular and material
-    simulation}
-  },
-  publisher    = {arXiv},
-  year         = 2023,
-  doi          = {10.48550/arXiv.2312.15492},
+  title        = {{DPA-2: a large atomic model as a multi-task learner}},
+  journal      = {npj Comput. Mater},
+  year         = 2024,
+  volume       = 10,
+  number       = 1,
+  pages        = 293,
+  doi          = {10.1038/s41524-024-01493-2},
 }
 
 @article{Zhang_PhysPlasmas_2020_v27_p122704,
diff --git a/doc/credits.rst b/doc/credits.rst
index 1b39dc1e0e..059746ee0b 100644
--- a/doc/credits.rst
+++ b/doc/credits.rst
@@ -54,7 +54,7 @@ Cite DeePMD-kit and methods
 .. bibliography::
    :filter: False
 
-   Zhang_2023_DPA2
+   Zhang_npjComputMater_2024_v10_p293
 
 - If frame-specific parameters (`fparam`, e.g. electronic temperature) is used,
 
diff --git a/doc/model/dpa2.md b/doc/model/dpa2.md
index eb641d6b01..300876bf05 100644
--- a/doc/model/dpa2.md
+++ b/doc/model/dpa2.md
@@ -4,7 +4,7 @@
 **Supported backends**: PyTorch {{ pytorch_icon }}, JAX {{ jax_icon }}, DP {{ dpmodel_icon }}
 :::
 
-The DPA-2 model implementation. See https://arxiv.org/abs/2312.15492 for more details.
+The DPA-2 model implementation. See https://doi.org/10.1038/s41524-024-01493-2 for more details.
 
 Training example: `examples/water/dpa2/input_torch_medium.json`, see [README](../../examples/water/dpa2/README.md) for inputs in different levels.