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docs: update DPA-2 citation #4483

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docs: update DPA-2 citation
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32 changes: 16 additions & 16 deletions CITATIONS.bib
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Expand Up @@ -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,
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2 changes: 1 addition & 1 deletion doc/credits.rst
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Expand Up @@ -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,

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2 changes: 1 addition & 1 deletion doc/model/dpa2.md
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Expand Up @@ -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.

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